{ "examples": [ { "id": "t230", "file": "Ferrari06341_jpg.rf.44757ab2a2d6771772f944c5f059b716.jpg", "outcome": "success", "tag": "Yakin & benar", "error_types": [], "image_url": "/web/examples/t230.jpg", "cam_url": "/web/examples/t230_cam.png", "ground_truth": [ { "team": "Ferrari", "label": "Ferrari", "box": [ 0.0, 0.0, 640.0, 640.0 ] } ], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Semua 1 mobil terdeteksi dengan tim yang benar (IoU rata-rata 1.00 terhadap label)." }, { "kind": "good", "title": "Pendukung (Ferrari)", "text": "Confidence tinggi (0.98): model sangat yakin dengan label Ferrari." }, { "kind": "good", "title": "Pendukung (Ferrari)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: Ferrari (0.98)", "reasons": [] }, "detections": [ { "box": [ 0.0, 0.0, 640.0, 640.0 ], "label": "Ferrari", "conf": 0.9750173091888428, "scores": { "Ferrari": 0.975, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.975, "runner_up": "Mclaren", "flags": [], "team": "Ferrari", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.98): model sangat yakin dengan label Ferrari." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan merah 60%, abu/perak 22%, hitam 6% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "info", "text": "Close-up (100% dari foto). Data latih umumnya berisi mobil utuh, jadi close-up ekstrem bisa menurunkan akurasi." }, { "kind": "good", "text": "Gambar tajam (skor ketajaman 1377), jadi detail livery terbaca jelas." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.601 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.221 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.055 }, { "key": "white", "name": "putih", "hex": "#f3f4f6", "frac": 0.051 } ], "signals": { "area_frac": 1.0, "sharpness": 1376.6, "brightness": 146.9, "truncated": true, "team_color_scores": { "Ferrari": 0.578, "McLaren": 0.462, "Mercedes": 0.38, "Red Bull": 0.484 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t243", "file": "french03081_jpg.rf.cccce8473a1b3b2a871562af6481e989.jpg", "outcome": "success", "tag": "Sulit tapi benar", "error_types": [], "image_url": "/web/examples/t243.jpg", "cam_url": "/web/examples/t243_cam.png", "ground_truth": [ { "team": "Ferrari", "label": "Ferrari", "box": [ 246.0, 256.0, 523.0, 376.0 ] } ], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Semua 1 mobil terdeteksi dengan tim yang benar (IoU rata-rata 0.89 terhadap label)." }, { "kind": "good", "title": "Pendukung (Ferrari)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "title": "Pendukung (Ferrari)", "text": "Warna dominan merah 42%, hitam 34%, oranye 11% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." } ], "result": { "summary": { "verdict": "cukup", "verdict_text": "Cukup yakin", "headline": "Terdeteksi 1 mobil: Ferrari (0.72)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 6% aktivasi di dalam kotak (7% area foto)." } ] }, "detections": [ { "box": [ 251.54884338378906, 260.5210876464844, 526.931396484375, 370.63043212890625 ], "label": "Ferrari", "conf": 0.7213761210441589, "scores": { "Ferrari": 0.7214, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.721, "runner_up": "Mclaren", "flags": [], "team": "Ferrari", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.72)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan merah 42%, hitam 34%, oranye 11% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." } ], "colors": [ { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.415 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.337 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.114 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.06 } ], "signals": { "area_frac": 0.074, "sharpness": 293.5, "brightness": 106.1, "truncated": false, "team_color_scores": { "Ferrari": 0.648, "McLaren": 0.518, "Mercedes": 0.407, "Red Bull": 0.571 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t059", "file": "_0_3202_jpg.rf.a2077cb68905263a08a38eeb439bd0db.jpg", "outcome": "success", "tag": "Yakin & benar", "error_types": [], "image_url": "/web/examples/t059.jpg", "cam_url": "/web/examples/t059_cam.png", "ground_truth": [ { "team": "McLaren", "label": "Mclaren", "box": [ 31.999999999999993, 0.0, 544.0, 640.0 ] } ], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Semua 1 mobil terdeteksi dengan tim yang benar (IoU rata-rata 0.91 terhadap label)." }, { "kind": "good", "title": "Pendukung (McLaren)", "text": "Confidence tinggi (0.95): model sangat yakin dengan label McLaren." }, { "kind": "good", "title": "Pendukung (McLaren)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: McLaren (0.95)", "reasons": [] }, "detections": [ { "box": [ 0.0, 0.244598388671875, 562.5457153320312, 640.0 ], "label": "Mclaren", "conf": 0.9472281336784363, "scores": { "Ferrari": 0.0, "Mclaren": 0.9472, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.947, "runner_up": "Ferrari", "flags": [], "team": "McLaren", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.95): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "info", "text": "Warna dominan abu/perak 33%, hitam 23%, oranye 18%; kemiripannya dengan McLaren dan Red Bull hampir sama, jadi warna tidak tegas membedakan tim." }, { "kind": "info", "text": "Close-up (88% dari foto). Data latih umumnya berisi mobil utuh, jadi close-up ekstrem bisa menurunkan akurasi." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.332 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.231 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.179 }, { "key": "green", "name": "hijau", "hex": "#3fa34d", "frac": 0.074 } ], "signals": { "area_frac": 0.8786, "sharpness": 441.5, "brightness": 124.5, "truncated": true, "team_color_scores": { "Ferrari": 0.695, "McLaren": 0.793, "Mercedes": 0.749, "Red Bull": 0.803 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t058", "file": "_0_3185_jpg.rf.b90389518b3173051723c55181d348df.jpg", "outcome": "success", "tag": "Sulit tapi benar", "error_types": [], "image_url": "/web/examples/t058.jpg", "cam_url": "/web/examples/t058_cam.png", "ground_truth": [ { "team": "McLaren", "label": "Mclaren", "box": [ 500.0, 267.0, 640.0, 465.0 ] } ], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Semua 1 mobil terdeteksi dengan tim yang benar (IoU rata-rata 0.90 terhadap label)." }, { "kind": "good", "title": "Pendukung (McLaren)", "text": "Confidence tinggi (0.81): model sangat yakin dengan label McLaren." }, { "kind": "good", "title": "Pendukung (McLaren)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "warn", "title": "Tetap benar walau (McLaren)", "text": "Area mobil kurang detail (skor ketajaman 49): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." } ], "result": { "summary": { "verdict": "cukup", "verdict_text": "Cukup yakin", "headline": "Terdeteksi 1 mobil: McLaren (0.81)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 6% aktivasi di dalam kotak (8% area foto)." } ] }, "detections": [ { "box": [ 495.4130554199219, 263.77008056640625, 640.0, 476.10540771484375 ], "label": "Mclaren", "conf": 0.8096410036087036, "scores": { "Ferrari": 0.0, "Mclaren": 0.8096, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.81, "runner_up": "Ferrari", "flags": [ "blur" ], "team": "McLaren", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.81): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan biru navy 48%, abu/perak 17%, biru 13% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 49): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.478 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.174 }, { "key": "blue", "name": "biru", "hex": "#2748c9", "frac": 0.13 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.08 } ], "signals": { "area_frac": 0.075, "sharpness": 48.9, "brightness": 94.2, "truncated": true, "team_color_scores": { "Ferrari": 0.434, "McLaren": 0.578, "Mercedes": 0.478, "Red Bull": 0.463 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t267", "file": "Mercedes02041_jpg.rf.11933b06958b3c83df3f37552fab4d02.jpg", "outcome": "success", "tag": "Yakin & benar", "error_types": [], "image_url": "/web/examples/t267.jpg", "cam_url": "/web/examples/t267_cam.png", "ground_truth": [ { "team": "Mercedes", "label": "Mercedes", "box": [ 0.0, 36.000000000000014, 640.0, 613.0 ] } ], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Semua 1 mobil terdeteksi dengan tim yang benar (IoU rata-rata 0.91 terhadap label)." }, { "kind": "good", "title": "Pendukung (Mercedes)", "text": "Confidence tinggi (0.95): model sangat yakin dengan label Mercedes." }, { "kind": "good", "title": "Pendukung (Mercedes)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: Mercedes (0.95)", "reasons": [] }, "detections": [ { "box": [ 0.3119087219238281, 23.995513916015625, 639.939453125, 574.8615112304688 ], "label": "Mercedes", "conf": 0.9512936472892761, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.9513, "Redbull": 0.0 }, "margin": 0.951, "runner_up": "Ferrari", "flags": [], "team": "Mercedes", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.95): model sangat yakin dengan label Mercedes." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 55%, putih 16%, biru navy 11% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "info", "text": "Close-up (86% dari foto). Data latih umumnya berisi mobil utuh, jadi close-up ekstrem bisa menurunkan akurasi." }, { "kind": "good", "text": "Gambar tajam (skor ketajaman 1127), jadi detail livery terbaca jelas." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.547 }, { "key": "white", "name": "putih", "hex": "#f3f4f6", "frac": 0.165 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.107 }, { "key": "blue", "name": "biru", "hex": "#2748c9", "frac": 0.068 } ], "signals": { "area_frac": 0.8602, "sharpness": 1126.6, "brightness": 88.4, "truncated": true, "team_color_scores": { "Ferrari": 0.415, "McLaren": 0.496, "Mercedes": 0.627, "Red Bull": 0.449 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t050", "file": "_0_2851_jpg.rf.c8704acde3f0b3e7cbe8c34a720d8ed6.jpg", "outcome": "success", "tag": "Sulit tapi benar", "error_types": [], "image_url": "/web/examples/t050.jpg", "cam_url": "/web/examples/t050_cam.png", "ground_truth": [ { "team": "Mercedes", "label": "Mercedes", "box": [ 0.0, 0.0, 640.0, 532.0 ] } ], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Semua 1 mobil terdeteksi dengan tim yang benar (IoU rata-rata 0.99 terhadap label)." }, { "kind": "good", "title": "Pendukung (Mercedes)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "title": "Pendukung (Mercedes)", "text": "Warna dominan hitam 49%, abu/perak 24%, biru navy 7% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "warn", "title": "Tetap benar walau (Mercedes)", "text": "Confidence rendah (0.39): hasil seperti ini rawan salah." } ], "result": { "summary": { "verdict": "ragu", "verdict_text": "Ragu-ragu", "headline": "Terdeteksi 1 mobil: Mercedes (0.39)", "reasons": [ { "kind": "warn", "text": "1 dari 1 deteksi berlabel ragu-ragu; buka kartu deteksinya untuk melihat alasannya." } ] }, "detections": [ { "box": [ 3.890247344970703, 0.46215057373046875, 636.79248046875, 531.1682739257812 ], "label": "Mercedes", "conf": 0.3871355950832367, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.3871, "Redbull": 0.0 }, "margin": 0.387, "runner_up": "Ferrari", "flags": [ "low_conf" ], "team": "Mercedes", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "warn", "text": "Confidence rendah (0.39): hasil seperti ini rawan salah." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 49%, abu/perak 24%, biru navy 7% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "good", "text": "Gambar tajam (skor ketajaman 1465), jadi detail livery terbaca jelas." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.486 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.239 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.07 }, { "key": "teal", "name": "teal", "hex": "#00a19c", "frac": 0.065 } ], "signals": { "area_frac": 0.82, "sharpness": 1464.7, "brightness": 68.2, "truncated": true, "team_color_scores": { "Ferrari": 0.666, "McLaren": 0.656, "Mercedes": 0.743, "Red Bull": 0.694 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t017", "file": "_0_1625_jpg.rf.ae5d893472783f3d19f2598b2eef6380.jpg", "outcome": "success", "tag": "Yakin & benar", "error_types": [], "image_url": "/web/examples/t017.jpg", "cam_url": "/web/examples/t017_cam.png", "ground_truth": [ { "team": "Red Bull", "label": "Redbull", "box": [ 127.00000000000003, 0.0, 640.0, 640.0 ] } ], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Semua 1 mobil terdeteksi dengan tim yang benar (IoU rata-rata 0.99 terhadap label)." }, { "kind": "good", "title": "Pendukung (Red Bull)", "text": "Confidence tinggi (0.94): model sangat yakin dengan label Red Bull." }, { "kind": "good", "title": "Pendukung (Red Bull)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: Red Bull (0.94)", "reasons": [] }, "detections": [ { "box": [ 121.48294067382812, 0.0, 640.0, 640.0 ], "label": "Redbull", "conf": 0.9426165819168091, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.9426 }, "margin": 0.943, "runner_up": "Ferrari", "flags": [], "team": "Red Bull", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.94): model sangat yakin dengan label Red Bull." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 35%, hitam 34%, kuning 7% paling mirip rata-rata livery Red Bull di data latih (biru navy dengan aksen merah-kuning)." }, { "kind": "good", "text": "Gambar tajam (skor ketajaman 782), jadi detail livery terbaca jelas." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.351 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.345 }, { "key": "yellow", "name": "kuning", "hex": "#f5c518", "frac": 0.071 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.065 } ], "signals": { "area_frac": 0.8102, "sharpness": 782.4, "brightness": 104.4, "truncated": true, "team_color_scores": { "Ferrari": 0.762, "McLaren": 0.713, "Mercedes": 0.741, "Red Bull": 0.861 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t088", "file": "_0_5055_jpg.rf.dd5059de8e292d687a7fb5630d750882.jpg", "outcome": "success", "tag": "Sulit tapi benar", "error_types": [], "image_url": "/web/examples/t088.jpg", "cam_url": "/web/examples/t088_cam.png", "ground_truth": [ { "team": "Red Bull", "label": "Redbull", "box": [ 259.0, 591.0, 408.00000000000006, 640.0 ] } ], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Semua 1 mobil terdeteksi dengan tim yang benar (IoU rata-rata 0.60 terhadap label)." }, { "kind": "good", "title": "Pendukung (Red Bull)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "title": "Pendukung (Red Bull)", "text": "Warna dominan abu/perak 56%, hitam 30%, merah 5% paling mirip rata-rata livery Red Bull di data latih (biru navy dengan aksen merah-kuning)." } ], "result": { "summary": { "verdict": "cukup", "verdict_text": "Cukup yakin", "headline": "Terdeteksi 1 mobil: Red Bull (0.61)", "reasons": [ { "kind": "good", "text": "Perhatian model (EigenCAM) terpusat pada mobil: 13% aktivasi berada di dalam kotak yang hanya menempati 3% foto." } ] }, "detections": [ { "box": [ 238.2054443359375, 570.2905883789062, 403.9378662109375, 639.599853515625 ], "label": "Redbull", "conf": 0.6129529476165771, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.613 }, "margin": 0.613, "runner_up": "Ferrari", "flags": [], "team": "Red Bull", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.61)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 56%, hitam 30%, merah 5% paling mirip rata-rata livery Red Bull di data latih (biru navy dengan aksen merah-kuning)." }, { "kind": "info", "text": "Objek relatif kecil (3% dari foto)." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.557 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.299 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.05 }, { "key": "white", "name": "putih", "hex": "#f3f4f6", "frac": 0.033 } ], "signals": { "area_frac": 0.028, "sharpness": 220.7, "brightness": 108.2, "truncated": true, "team_color_scores": { "Ferrari": 0.692, "McLaren": 0.625, "Mercedes": 0.718, "Red Bull": 0.762 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t281", "file": "porto00221_jpg.rf.a4f50d9113d2986439a44b5b7e3b044b.jpg", "outcome": "success", "tag": "Beberapa tim sekaligus", "error_types": [], "image_url": "/web/examples/t281.jpg", "cam_url": "/web/examples/t281_cam.png", "ground_truth": [ { "team": "Red Bull", "label": "Redbull", "box": [ 329.0, 241.0, 461.0, 331.0 ] }, { "team": "Ferrari", "label": "Ferrari", "box": [ 501.0, 223.0, 579.0, 287.0 ] }, { "team": "Mercedes", "label": "Mercedes", "box": [ 0.0, 235.0, 131.0, 438.0 ] }, { "team": "McLaren", "label": "Mclaren", "box": [ 577.0, 226.0, 637.0, 264.0 ] } ], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Semua 4 mobil terdeteksi dengan tim yang benar (IoU rata-rata 0.78 terhadap label)." }, { "kind": "good", "title": "Pendukung (Red Bull)", "text": "Confidence tinggi (0.86): model sangat yakin dengan label Red Bull." }, { "kind": "good", "title": "Pendukung (Red Bull)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "title": "Pendukung (Ferrari)", "text": "Confidence tinggi (0.80): model sangat yakin dengan label Ferrari." }, { "kind": "good", "title": "Pendukung (Ferrari)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "title": "Pendukung (Mercedes)", "text": "Confidence tinggi (0.76): model sangat yakin dengan label Mercedes." }, { "kind": "good", "title": "Pendukung (Mercedes)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "title": "Pendukung (McLaren)", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "title": "Pendukung (McLaren)", "text": "Warna dominan oranye 28%, abu/perak 25%, biru navy 12% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." }, { "kind": "warn", "title": "Tetap benar walau (McLaren)", "text": "Confidence rendah (0.40): hasil seperti ini rawan salah." }, { "kind": "warn", "title": "Tetap benar walau (McLaren)", "text": "Objek sangat kecil (0.4% dari foto), jadi detail livery hampir tidak terlihat." } ], "result": { "summary": { "verdict": "ragu", "verdict_text": "Ragu-ragu", "headline": "Terdeteksi 4 mobil: Red Bull (0.86), Ferrari (0.80), Mercedes (0.76), McLaren (0.40)", "reasons": [ { "kind": "info", "text": "Perhatian model (EigenCAM) cukup terarah ke mobil: 13% aktivasi di dalam kotak (12% area foto)." }, { "kind": "warn", "text": "1 dari 4 deteksi berlabel ragu-ragu; buka kartu deteksinya untuk melihat alasannya." } ] }, "detections": [ { "box": [ 330.12847900390625, 229.68081665039062, 464.10272216796875, 331.1816101074219 ], "label": "Redbull", "conf": 0.8628600239753723, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.8629 }, "margin": 0.863, "runner_up": "Ferrari", "flags": [], "team": "Red Bull", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.86): model sangat yakin dengan label Red Bull." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 36%, hitam 14%, ungu 12% paling mirip rata-rata livery Red Bull di data latih (biru navy dengan aksen merah-kuning)." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.363 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.145 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.117 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.102 } ], "signals": { "area_frac": 0.0332, "sharpness": 386.3, "brightness": 117.5, "truncated": false, "team_color_scores": { "Ferrari": 0.757, "McLaren": 0.739, "Mercedes": 0.692, "Red Bull": 0.852 } } }, { "box": [ 498.427734375, 233.7249755859375, 575.4486083984375, 287.70989990234375 ], "label": "Ferrari", "conf": 0.8032018542289734, "scores": { "Ferrari": 0.8032, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.803, "runner_up": "Mclaren", "flags": [], "team": "Ferrari", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.80): model sangat yakin dengan label Ferrari." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan merah 47%, ungu 20%, abu/perak 18% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "info", "text": "Objek relatif kecil (1% dari foto)." } ], "colors": [ { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.466 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.203 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.185 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.119 } ], "signals": { "area_frac": 0.0102, "sharpness": 79.0, "brightness": 106.2, "truncated": false, "team_color_scores": { "Ferrari": 0.607, "McLaren": 0.425, "Mercedes": 0.363, "Red Bull": 0.464 } } }, { "box": [ 0.051784515380859375, 238.17587280273438, 131.82806396484375, 461.10662841796875 ], "label": "Mercedes", "conf": 0.7565726041793823, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.7566, "Redbull": 0.0 }, "margin": 0.757, "runner_up": "Ferrari", "flags": [], "team": "Mercedes", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.76): model sangat yakin dengan label Mercedes." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 44%, hitam 28%, biru navy 8% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.443 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.283 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.075 }, { "key": "green", "name": "hijau", "hex": "#3fa34d", "frac": 0.068 } ], "signals": { "area_frac": 0.0717, "sharpness": 338.2, "brightness": 101.1, "truncated": true, "team_color_scores": { "Ferrari": 0.658, "McLaren": 0.679, "Mercedes": 0.845, "Red Bull": 0.754 } } }, { "box": [ 579.2522583007812, 231.4552001953125, 624.33935546875, 266.0687561035156 ], "label": "Mclaren", "conf": 0.39686182141304016, "scores": { "Ferrari": 0.0, "Mclaren": 0.3969, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.397, "runner_up": "Ferrari", "flags": [ "low_conf", "tiny" ], "team": "McLaren", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "warn", "text": "Confidence rendah (0.40): hasil seperti ini rawan salah." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan oranye 28%, abu/perak 25%, biru navy 12% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." }, { "kind": "warn", "text": "Objek sangat kecil (0.4% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.284 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.246 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.118 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.099 } ], "signals": { "area_frac": 0.0038, "sharpness": 17.8, "brightness": 110.9, "truncated": false, "team_color_scores": { "Ferrari": 0.589, "McLaren": 0.745, "Mercedes": 0.572, "Red Bull": 0.618 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t039", "file": "_0_2426_jpg.rf.c578eefe778c595366735ca57e294308.jpg", "outcome": "success", "tag": "Tanpa mobil", "error_types": [], "image_url": "/web/examples/t039.jpg", "cam_url": "/web/examples/t039_cam.png", "ground_truth": [], "explanation": [ { "kind": "good", "title": "Berhasil", "text": "Foto ini tidak berisi mobil berlabel, dan model dengan benar tidak mendeteksi apa pun." } ], "result": { "summary": { "verdict": "none", "verdict_text": "Tidak ada deteksi", "headline": "Tidak ada mobil F1 terdeteksi", "reasons": [ { "kind": "info", "text": "Model hanya dilatih untuk mobil F1 Ferrari, McLaren, Mercedes, dan Red Bull. Kalau foto berisi mobil biasa, tim F1 lain, atau tanpa mobil, hasil kosong adalah perilaku yang benar." } ] }, "detections": [], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t283", "file": "porto01581_jpg.rf.607ae9003993396e704aa1f59ab3ab85.jpg", "outcome": "failure", "tag": "Salah tim", "error_types": [ "localization", "misclass", "missed" ], "image_url": "/web/examples/t283.jpg", "cam_url": "/web/examples/t283_cam.png", "ground_truth": [ { "team": "Ferrari", "label": "Ferrari", "box": [ 289.0, 431.0, 354.0, 459.0 ] }, { "team": "Ferrari", "label": "Ferrari", "box": [ 501.0, 402.0, 524.0, 420.0 ] }, { "team": "McLaren", "label": "Mclaren", "box": [ 435.0, 425.0, 492.0, 449.00000000000006 ] }, { "team": "Red Bull", "label": "Redbull", "box": [ 481.0, 416.0, 517.0, 441.0 ] } ], "explanation": [ { "kind": "bad", "title": "Salah tim", "text": "Mobil Red Bull (label dataset) diprediksi sebagai Ferrari dengan confidence 0.73; skor model untuk tim yang benar hanya 0.00.", "etype": "misclass" }, { "kind": "info", "title": "Hasil audit visual", "text": "Mobil kecil dan buram; timnya tidak dapat dipastikan secara visual, jadi label Red Bull dipertahankan.", "etype": "misclass" }, { "kind": "info", "title": "Kemungkinan penyebab (umum untuk pasangan tim ini)", "text": "Red Bull punya aksen merah (logo banteng dan sponsor) yang bisa terbaca seperti Ferrari kalau bagian itu dominan di kotak.", "etype": "misclass" }, { "kind": "warn", "title": "Sinyal yang terukur", "text": "Objek sangat kecil (0.3% dari foto), jadi detail livery hampir tidak terlihat.", "etype": "misclass" }, { "kind": "bad", "title": "Terlewat", "text": "Mobil Ferrari (label dataset) tidak terdeteksi. Tidak ada kotak model (juga yang di bawah ambang, >= 0.10) yang menutupi mobil ini.", "etype": "missed" }, { "kind": "info", "title": "Hasil audit visual", "text": "Ferrari sangat kecil dan buram di kejauhan.", "etype": "missed" }, { "kind": "warn", "title": "Kondisi objek", "text": "Kondisi objek: mobil sangat kecil (0.1% dari foto), area mobil kurang detail (ketajaman 2).", "etype": "missed" }, { "kind": "bad", "title": "Kotak meleset", "text": "Kotak McLaren hanya ber-IoU 0.44 dengan mobil McLaren (di bawah 0.5); timnya benar tapi kotaknya hanya menutupi sebagian mobil atau menggabungkan beberapa mobil.", "etype": "localization" }, { "kind": "info", "title": "Hasil audit visual", "text": "Kotak menggabungkan mobil biru (Alpine) dan McLaren yang berdempetan.", "etype": "localization" } ], "result": { "summary": { "verdict": "ragu", "verdict_text": "Ragu-ragu", "headline": "Terdeteksi 3 mobil: Ferrari (0.73), McLaren (0.64), Ferrari (0.60)", "reasons": [ { "kind": "good", "text": "Perhatian model (EigenCAM) terpusat pada mobil: 5% aktivasi berada di dalam kotak yang hanya menempati 1% foto." }, { "kind": "warn", "text": "1 dari 3 deteksi berlabel ragu-ragu; buka kartu deteksinya untuk melihat alasannya." } ] }, "detections": [ { "box": [ 481.3102722167969, 405.20819091796875, 519.9962158203125, 438.97210693359375 ], "label": "Ferrari", "conf": 0.7291692495346069, "scores": { "Ferrari": 0.7292, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.729, "runner_up": "Mclaren", "flags": [ "tiny" ], "team": "Ferrari", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.73)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 38%, merah 30%, hitam 19% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "warn", "text": "Objek sangat kecil (0.3% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.377 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.301 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.194 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.085 } ], "signals": { "area_frac": 0.0032, "sharpness": 7.5, "brightness": 93.0, "truncated": false, "team_color_scores": { "Ferrari": 0.791, "McLaren": 0.605, "Mercedes": 0.592, "Red Bull": 0.715 } } }, { "box": [ 411.2615966796875, 418.10614013671875, 480.6355285644531, 447.78143310546875 ], "label": "Mclaren", "conf": 0.6422041654586792, "scores": { "Ferrari": 0.0, "Mclaren": 0.6422, "Mercedes": 0.0, "Redbull": 0.0224 }, "margin": 0.62, "runner_up": "Redbull", "flags": [ "tiny" ], "team": "McLaren", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.64)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 36%, oranye 19%, merah 11% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." }, { "kind": "warn", "text": "Objek sangat kecil (0.5% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.362 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.189 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.112 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.09 } ], "signals": { "area_frac": 0.005, "sharpness": 36.7, "brightness": 107.9, "truncated": false, "team_color_scores": { "Ferrari": 0.652, "McLaren": 0.75, "Mercedes": 0.641, "Red Bull": 0.722 } } }, { "box": [ 289.1665344238281, 428.8095703125, 356.80084228515625, 458.007568359375 ], "label": "Ferrari", "conf": 0.6002522110939026, "scores": { "Ferrari": 0.6003, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.2193 }, "margin": 0.381, "runner_up": "Redbull", "flags": [ "color_unknown", "tiny" ], "team": "Ferrari", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.60)." }, { "kind": "good", "text": "Unggul jelas atas Red Bull (0.22), selisih 0.38." }, { "kind": "warn", "text": "Warna dominan (merah 38%, hijau 32%, oranye 12%) tidak mirip livery satu pun dari 4 tim di data latih. Bisa jadi mobil tim lain atau pencahayaan ekstrem; model hanya mengenal Ferrari, McLaren, Mercedes, dan Red Bull." }, { "kind": "warn", "text": "Objek sangat kecil (0.5% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.378 }, { "key": "green", "name": "hijau", "hex": "#3fa34d", "frac": 0.322 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.118 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.057 } ], "signals": { "area_frac": 0.0048, "sharpness": 48.9, "brightness": 133.3, "truncated": false, "team_color_scores": { "Ferrari": 0.433, "McLaren": 0.357, "Mercedes": 0.169, "Red Bull": 0.357 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t131", "file": "_0_6483_jpg.rf.742d06029f86cc9a1034ec426c83bbf9.jpg", "outcome": "failure", "tag": "Terlewat", "error_types": [ "missed" ], "image_url": "/web/examples/t131.jpg", "cam_url": "/web/examples/t131_cam.png", "ground_truth": [ { "team": "Ferrari", "label": "Ferrari", "box": [ 214.00000000000003, 340.99999999999994, 458.0, 640.0 ] }, { "team": "McLaren", "label": "Mclaren", "box": [ 473.00000000000006, 451.0, 569.0, 633.0 ] } ], "explanation": [ { "kind": "bad", "title": "Terlewat", "text": "Mobil McLaren (label dataset) tidak terdeteksi. Model sebenarnya melihatnya sebagai McLaren dengan confidence 0.18, tapi masih di bawah ambang 0.25.", "etype": "missed" }, { "kind": "info", "title": "Hasil audit visual", "text": "McLaren papaya yang buram karena motion blur.", "etype": "missed" }, { "kind": "warn", "title": "Kondisi objek", "text": "Kondisi objek: area mobil kurang detail (ketajaman 55).", "etype": "missed" } ], "result": { "summary": { "verdict": "cukup", "verdict_text": "Cukup yakin", "headline": "Terdeteksi 1 mobil: Ferrari (0.63)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 22% aktivasi di dalam kotak (23% area foto)." } ] }, "detections": [ { "box": [ 217.85220336914062, 341.50933837890625, 535.0331420898438, 640.0 ], "label": "Ferrari", "conf": 0.6329169869422913, "scores": { "Ferrari": 0.6329, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.633, "runner_up": "Mclaren", "flags": [], "team": "Ferrari", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.63)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 43%, merah 30%, hitam 11% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "good", "text": "Gambar tajam (skor ketajaman 821), jadi detail livery terbaca jelas." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.429 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.297 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.112 }, { "key": "yellow", "name": "kuning", "hex": "#f5c518", "frac": 0.036 } ], "signals": { "area_frac": 0.2311, "sharpness": 821.0, "brightness": 122.7, "truncated": true, "team_color_scores": { "Ferrari": 0.747, "McLaren": 0.614, "Mercedes": 0.585, "Red Bull": 0.716 } } } ], "candidates": [ { "box": [ 444.06884765625, 479.5086669921875, 572.8565063476562, 636.2786865234375 ], "label": "Mclaren", "conf": 0.18254154920578003, "scores": { "Ferrari": 0.0, "Mclaren": 0.1825, "Mercedes": 0.0, "Redbull": 0.0 }, "team": "McLaren" } ], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t285", "file": "porto02461_jpg.rf.a643b6c7d6859090a50a833351a34446.jpg", "outcome": "failure", "tag": "Terlewat", "error_types": [ "missed" ], "image_url": "/web/examples/t285.jpg", "cam_url": "/web/examples/t285_cam.png", "ground_truth": [ { "team": "McLaren", "label": "Mclaren", "box": [ 353.0, 335.0, 463.0, 455.0 ] }, { "team": "Red Bull", "label": "Redbull", "box": [ 392.0, 508.0, 581.0, 640.0 ] }, { "team": "Mercedes", "label": "Mercedes", "box": [ 97.0, 0.0, 178.0, 40.0 ] }, { "team": "Ferrari", "label": "Ferrari", "box": [ 197.00000000000003, 74.0, 279.0, 172.00000000000003 ] } ], "explanation": [ { "kind": "bad", "title": "Terlewat", "text": "Mobil Mercedes (label dataset) tidak terdeteksi. Model sebenarnya melihatnya sebagai Red Bull dengan confidence 0.11, tapi masih di bawah ambang 0.25.", "etype": "missed" }, { "kind": "info", "title": "Hasil audit visual", "text": "Mercedes terpotong di tepi atas foto.", "etype": "missed" }, { "kind": "warn", "title": "Kondisi objek", "text": "Kondisi objek: mobil sangat kecil (0.8% dari foto), area mobil kurang detail (ketajaman 61), mobil terpotong di tepi foto.", "etype": "missed" } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 3 mobil: Ferrari (0.93), McLaren (0.89), Red Bull (0.84)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 1% aktivasi di dalam kotak (11% area foto)." } ] }, "detections": [ { "box": [ 200.58067321777344, 74.0255126953125, 282.2652587890625, 168.71719360351562 ], "label": "Ferrari", "conf": 0.9280856847763062, "scores": { "Ferrari": 0.9281, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.928, "runner_up": "Mclaren", "flags": [], "team": "Ferrari", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.93): model sangat yakin dengan label Ferrari." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan merah 31%, ungu 29%, abu/perak 20% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "info", "text": "Objek relatif kecil (2% dari foto)." } ], "colors": [ { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.312 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.29 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.196 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.12 } ], "signals": { "area_frac": 0.0189, "sharpness": 76.3, "brightness": 114.3, "truncated": false, "team_color_scores": { "Ferrari": 0.648, "McLaren": 0.469, "Mercedes": 0.41, "Red Bull": 0.512 } } }, { "box": [ 364.64593505859375, 336.76654052734375, 460.24359130859375, 450.54608154296875 ], "label": "Mclaren", "conf": 0.893740177154541, "scores": { "Ferrari": 0.0, "Mclaren": 0.8937, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.894, "runner_up": "Ferrari", "flags": [], "team": "McLaren", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.89): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "info", "text": "Warna dominan abu/perak 34%, oranye 23%, hitam 18%; kemiripannya dengan McLaren dan Red Bull hampir sama, jadi warna tidak tegas membedakan tim." }, { "kind": "info", "text": "Objek relatif kecil (3% dari foto)." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.335 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.234 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.178 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.107 } ], "signals": { "area_frac": 0.0266, "sharpness": 140.3, "brightness": 103.3, "truncated": false, "team_color_scores": { "Ferrari": 0.693, "McLaren": 0.782, "Mercedes": 0.677, "Red Bull": 0.794 } } }, { "box": [ 397.5736083984375, 501.8697814941406, 580.6043090820312, 639.4636840820312 ], "label": "Redbull", "conf": 0.8401067852973938, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.8401 }, "margin": 0.84, "runner_up": "Ferrari", "flags": [], "team": "Red Bull", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.84): model sangat yakin dengan label Red Bull." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 54%, hitam 23%, oranye 6% paling mirip rata-rata livery Red Bull di data latih (biru navy dengan aksen merah-kuning)." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.539 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.231 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.057 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.048 } ], "signals": { "area_frac": 0.0615, "sharpness": 211.3, "brightness": 90.2, "truncated": true, "team_color_scores": { "Ferrari": 0.714, "McLaren": 0.704, "Mercedes": 0.692, "Red Bull": 0.806 } } } ], "candidates": [ { "box": [ 104.29399108886719, 0.5091238021850586, 175.78152465820312, 39.698402404785156 ], "label": "Redbull", "conf": 0.10632407665252686, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.1063 }, "team": "Red Bull" } ], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t218", "file": "bahri01141_jpg.rf.47f213c390914fb6be249d1d4d45ce90.jpg", "outcome": "failure", "tag": "Terlewat", "error_types": [ "false_positive", "missed" ], "image_url": "/web/examples/t218.jpg", "cam_url": "/web/examples/t218_cam.png", "ground_truth": [ { "team": "Red Bull", "label": "Redbull", "box": [ 285.0, 359.0, 397.0, 471.99999999999994 ] }, { "team": "Ferrari", "label": "Ferrari", "box": [ 226.0, 329.0, 318.0, 418.00000000000006 ] }, { "team": "McLaren", "label": "Mclaren", "box": [ 164.0, 310.0, 241.0, 393.0 ] }, { "team": "McLaren", "label": "Mclaren", "box": [ 330.0, 304.0, 427.0, 393.00000000000006 ] }, { "team": "Mercedes", "label": "Mercedes", "box": [ 455.0, 346.0, 566.0, 448.00000000000006 ] }, { "team": "Mercedes", "label": "Mercedes", "box": [ 516.0, 324.00000000000006, 601.0, 415.0 ] }, { "team": "Ferrari", "label": "Ferrari", "box": [ 49.0, 304.0, 134.0, 380.0 ] } ], "explanation": [ { "kind": "bad", "title": "Terlewat", "text": "Mobil Mercedes (label dataset) tidak terdeteksi. Tidak ada kotak model (juga yang di bawah ambang, >= 0.10) yang menutupi mobil ini.", "etype": "missed" }, { "kind": "info", "title": "Hasil audit visual", "text": "Mercedes di tengah semburan air hujan.", "etype": "missed" }, { "kind": "warn", "title": "Kondisi objek", "text": "Kondisi objek: mobil kecil (2% dari foto), area mobil kurang detail (ketajaman 41).", "etype": "missed" }, { "kind": "bad", "title": "False positive", "text": "Model mendeteksi Ferrari (confidence 0.57) di area yang tidak berlabel mobil.", "etype": "false_positive" }, { "kind": "info", "title": "Hasil audit visual", "text": "Mobil putih-merah yang tampak seperti Alfa Romeo, tim di luar 4 kelas.", "etype": "false_positive" }, { "kind": "bad", "title": "False positive", "text": "Model mendeteksi Ferrari (confidence 0.52) di area yang tidak berlabel mobil.", "etype": "false_positive" }, { "kind": "info", "title": "Hasil audit visual", "text": "Mobil putih-merah yang sama (tampak seperti Alfa Romeo), kotak kedua.", "etype": "false_positive" } ], "result": { "summary": { "verdict": "ragu", "verdict_text": "Ragu-ragu", "headline": "Terdeteksi 8 mobil: Ferrari (0.90), Ferrari (0.87), Red Bull (0.84), McLaren (0.82), Mercedes (0.78), McLaren (0.58), Ferrari (0.57), Ferrari (0.52)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 9% aktivasi di dalam kotak (13% area foto)." }, { "kind": "warn", "text": "3 dari 8 deteksi berlabel ragu-ragu; buka kartu deteksinya untuk melihat alasannya." } ] }, "detections": [ { "box": [ 47.18843078613281, 294.1134338378906, 133.93502807617188, 380.2397155761719 ], "label": "Ferrari", "conf": 0.8997090458869934, "scores": { "Ferrari": 0.8997, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.9, "runner_up": "Mclaren", "flags": [ "blur" ], "team": "Ferrari", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.90): model sangat yakin dengan label Ferrari." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 41%, merah 31%, abu/perak 21% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "info", "text": "Objek relatif kecil (2% dari foto)." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 28): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.408 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.311 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.208 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.046 } ], "signals": { "area_frac": 0.0182, "sharpness": 27.9, "brightness": 75.9, "truncated": false, "team_color_scores": { "Ferrari": 0.767, "McLaren": 0.534, "Mercedes": 0.539, "Red Bull": 0.64 } } }, { "box": [ 223.9403533935547, 323.603759765625, 316.49652099609375, 420.75860595703125 ], "label": "Ferrari", "conf": 0.8701173067092896, "scores": { "Ferrari": 0.8701, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.87, "runner_up": "Mclaren", "flags": [ "blur" ], "team": "Ferrari", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.87): model sangat yakin dengan label Ferrari." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 36%, merah 35%, hitam 19% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "info", "text": "Objek relatif kecil (2% dari foto)." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 27): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.36 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.352 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.191 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.056 } ], "signals": { "area_frac": 0.022, "sharpness": 27.4, "brightness": 79.6, "truncated": false, "team_color_scores": { "Ferrari": 0.76, "McLaren": 0.621, "Mercedes": 0.589, "Red Bull": 0.73 } } }, { "box": [ 282.6371765136719, 361.1986083984375, 395.838623046875, 468.7588806152344 ], "label": "Redbull", "conf": 0.8391513228416443, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.8392 }, "margin": 0.839, "runner_up": "Ferrari", "flags": [ "blur" ], "team": "Red Bull", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.84): model sangat yakin dengan label Red Bull." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 46%, abu/perak 30%, oranye 9% paling mirip rata-rata livery Red Bull di data latih (biru navy dengan aksen merah-kuning)." }, { "kind": "info", "text": "Objek relatif kecil (3% dari foto)." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 43): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.463 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.295 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.088 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.058 } ], "signals": { "area_frac": 0.0297, "sharpness": 43.0, "brightness": 61.3, "truncated": false, "team_color_scores": { "Ferrari": 0.754, "McLaren": 0.717, "Mercedes": 0.676, "Red Bull": 0.783 } } }, { "box": [ 162.66650390625, 312.5998229980469, 228.00762939453125, 392.36798095703125 ], "label": "Mclaren", "conf": 0.8184583783149719, "scores": { "Ferrari": 0.0, "Mclaren": 0.8185, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.818, "runner_up": "Ferrari", "flags": [ "blur" ], "team": "McLaren", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.82): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan oranye 32%, hitam 27%, abu/perak 25% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." }, { "kind": "info", "text": "Objek relatif kecil (1% dari foto)." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 27): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." } ], "colors": [ { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.316 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.271 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.25 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.079 } ], "signals": { "area_frac": 0.0127, "sharpness": 27.2, "brightness": 81.0, "truncated": false, "team_color_scores": { "Ferrari": 0.669, "McLaren": 0.73, "Mercedes": 0.664, "Red Bull": 0.716 } } }, { "box": [ 455.95220947265625, 349.8217468261719, 563.5833129882812, 447.9367370605469 ], "label": "Mercedes", "conf": 0.7797135710716248, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.7797, "Redbull": 0.0 }, "margin": 0.78, "runner_up": "Ferrari", "flags": [ "blur", "dark" ], "team": "Mercedes", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.78): model sangat yakin dengan label Mercedes." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 71%, abu/perak 18%, teal 5% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "info", "text": "Objek relatif kecil (3% dari foto)." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 54): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." }, { "kind": "warn", "text": "Area mobil gelap (kecerahan 44/255), sehingga warna livery sulit dibedakan." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.706 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.184 }, { "key": "teal", "name": "teal", "hex": "#00a19c", "frac": 0.046 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.039 } ], "signals": { "area_frac": 0.0258, "sharpness": 54.5, "brightness": 44.4, "truncated": false, "team_color_scores": { "Ferrari": 0.526, "McLaren": 0.472, "Mercedes": 0.574, "Red Bull": 0.529 } } }, { "box": [ 346.7549133300781, 307.5767517089844, 421.6319274902344, 385.92950439453125 ], "label": "Mclaren", "conf": 0.5835212469100952, "scores": { "Ferrari": 0.0, "Mclaren": 0.5835, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.584, "runner_up": "Ferrari", "flags": [ "blur" ], "team": "McLaren", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.58)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan oranye 43%, abu/perak 30%, hitam 16% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." }, { "kind": "info", "text": "Objek relatif kecil (1% dari foto)." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 19): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." } ], "colors": [ { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.433 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.298 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.161 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.034 } ], "signals": { "area_frac": 0.0143, "sharpness": 18.9, "brightness": 87.9, "truncated": false, "team_color_scores": { "Ferrari": 0.584, "McLaren": 0.656, "Mercedes": 0.556, "Red Bull": 0.63 } } }, { "box": [ 113.90274047851562, 227.92666625976562, 171.495361328125, 285.19097900390625 ], "label": "Ferrari", "conf": 0.5741378664970398, "scores": { "Ferrari": 0.5741, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0155 }, "margin": 0.559, "runner_up": "Redbull", "flags": [ "color_unknown", "tiny" ], "team": "Ferrari", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.57)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "warn", "text": "Warna dominan (abu/perak 96%) tidak mirip livery satu pun dari 4 tim di data latih. Bisa jadi mobil tim lain atau pencahayaan ekstrem; model hanya mengenal Ferrari, McLaren, Mercedes, dan Red Bull." }, { "kind": "warn", "text": "Objek sangat kecil (0.8% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.955 } ], "signals": { "area_frac": 0.0081, "sharpness": 5.9, "brightness": 127.6, "truncated": false, "team_color_scores": { "Ferrari": 0.323, "McLaren": 0.32, "Mercedes": 0.38, "Red Bull": 0.39 } } }, { "box": [ 275.2822570800781, 248.81100463867188, 334.9185485839844, 311.87274169921875 ], "label": "Ferrari", "conf": 0.5160293579101562, "scores": { "Ferrari": 0.516, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.516, "runner_up": "Mclaren", "flags": [ "color_unknown", "tiny" ], "team": "Ferrari", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.52)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "warn", "text": "Warna dominan (abu/perak 98%) tidak mirip livery satu pun dari 4 tim di data latih. Bisa jadi mobil tim lain atau pencahayaan ekstrem; model hanya mengenal Ferrari, McLaren, Mercedes, dan Red Bull." }, { "kind": "warn", "text": "Objek sangat kecil (0.9% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.984 } ], "signals": { "area_frac": 0.0092, "sharpness": 3.3, "brightness": 132.4, "truncated": false, "team_color_scores": { "Ferrari": 0.294, "McLaren": 0.291, "Mercedes": 0.363, "Red Bull": 0.361 } } } ], "candidates": [ { "box": [ 362.2193908691406, 253.18112182617188, 403.857666015625, 294.9244384765625 ], "label": "Ferrari", "conf": 0.11130788177251816, "scores": { "Ferrari": 0.1113, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "team": "Ferrari" } ], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t024", "file": "_0_1893_jpg.rf.de3eaa273268acda5ede6ab24cceaa8d.jpg", "outcome": "failure", "tag": "False positive", "error_types": [ "false_positive" ], "image_url": "/web/examples/t024.jpg", "cam_url": "/web/examples/t024_cam.png", "ground_truth": [], "explanation": [ { "kind": "bad", "title": "False positive", "text": "Model mendeteksi McLaren (confidence 0.77) di area yang tidak berlabel mobil.", "etype": "false_positive" }, { "kind": "info", "title": "Hasil audit visual", "text": "Sebagian mobil biru-hitam dari sudut miring, bukan McLaren yang jelas.", "etype": "false_positive" } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: McLaren (0.77)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 15% aktivasi di dalam kotak (36% area foto)." } ] }, "detections": [ { "box": [ 21.85169219970703, 279.50079345703125, 435.8704833984375, 640.0 ], "label": "Mclaren", "conf": 0.7744680643081665, "scores": { "Ferrari": 0.0, "Mclaren": 0.7745, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.774, "runner_up": "Ferrari", "flags": [], "team": "McLaren", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.77): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 26%, hitam 24%, biru 20% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.258 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.239 }, { "key": "blue", "name": "biru", "hex": "#2748c9", "frac": 0.196 }, { "key": "green", "name": "hijau", "hex": "#3fa34d", "frac": 0.146 } ], "signals": { "area_frac": 0.3644, "sharpness": 147.8, "brightness": 102.2, "truncated": true, "team_color_scores": { "Ferrari": 0.641, "McLaren": 0.721, "Mercedes": 0.688, "Red Bull": 0.677 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t311", "file": "scene10421_jpg.rf.1379c64a546610c675c23ee67a200060.jpg", "outcome": "failure", "tag": "False positive", "error_types": [ "false_positive" ], "image_url": "/web/examples/t311.jpg", "cam_url": "/web/examples/t311_cam.png", "ground_truth": [ { "team": "Mercedes", "label": "Mercedes", "box": [ 382.0, 175.0, 492.0, 245.0 ] } ], "explanation": [ { "kind": "bad", "title": "False positive", "text": "Model mendeteksi Ferrari (confidence 0.58) di area yang tidak berlabel mobil.", "etype": "false_positive" }, { "kind": "info", "title": "Hasil audit visual", "text": "Mobil putih-merah yang tampak seperti Alfa Romeo (tim di luar 4 kelas); aksen merahnya terbaca sebagai Ferrari.", "etype": "false_positive" } ], "result": { "summary": { "verdict": "ragu", "verdict_text": "Ragu-ragu", "headline": "Terdeteksi 2 mobil: Mercedes (0.70), Ferrari (0.58)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 0.2% aktivasi di dalam kotak (4% area foto)." }, { "kind": "warn", "text": "1 dari 2 deteksi berlabel ragu-ragu; buka kartu deteksinya untuk melihat alasannya." } ] }, "detections": [ { "box": [ 378.96392822265625, 164.67201232910156, 492.16485595703125, 241.32354736328125 ], "label": "Mercedes", "conf": 0.6955509781837463, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.6956, "Redbull": 0.0 }, "margin": 0.696, "runner_up": "Ferrari", "flags": [ "blur" ], "team": "Mercedes", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.70)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 53%, kuning 16%, biru navy 7% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "info", "text": "Objek relatif kecil (2% dari foto)." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 66): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.531 }, { "key": "yellow", "name": "kuning", "hex": "#f5c518", "frac": 0.157 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.071 }, { "key": "blue", "name": "biru", "hex": "#2748c9", "frac": 0.069 } ], "signals": { "area_frac": 0.0212, "sharpness": 66.4, "brightness": 99.9, "truncated": false, "team_color_scores": { "Ferrari": 0.479, "McLaren": 0.596, "Mercedes": 0.638, "Red Bull": 0.596 } } }, { "box": [ 459.46221923828125, 417.4375915527344, 587.978759765625, 479.91729736328125 ], "label": "Ferrari", "conf": 0.581997275352478, "scores": { "Ferrari": 0.582, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0834 }, "margin": 0.499, "runner_up": "Redbull", "flags": [ "color_mismatch" ], "team": "Ferrari", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.58)." }, { "kind": "good", "text": "Unggul jelas atas Red Bull (0.08), selisih 0.50." }, { "kind": "warn", "text": "Warna dominan abu/perak 52%, putih 17%, merah 9% lebih mirip livery Red Bull daripada Ferrari. Model tampaknya bersandar pada bentuk/detail lain, atau salah tim." }, { "kind": "info", "text": "Objek relatif kecil (2% dari foto)." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.523 }, { "key": "white", "name": "putih", "hex": "#f3f4f6", "frac": 0.168 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.093 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.078 } ], "signals": { "area_frac": 0.0196, "sharpness": 191.4, "brightness": 105.6, "truncated": false, "team_color_scores": { "Ferrari": 0.576, "McLaren": 0.548, "Mercedes": 0.593, "Red Bull": 0.627 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t140", "file": "_0_6801_jpg.rf.8c1e81fd94c61db6d512a17a3fff4e6d.jpg", "outcome": "failure", "tag": "False positive", "error_types": [ "false_positive" ], "image_url": "/web/examples/t140.jpg", "cam_url": "/web/examples/t140_cam.png", "ground_truth": [], "explanation": [ { "kind": "bad", "title": "False positive", "text": "Model mendeteksi McLaren (confidence 0.52) di area yang tidak berlabel mobil.", "etype": "false_positive" }, { "kind": "info", "title": "Hasil audit visual", "text": "Strip tipis di tepi atas foto, bukan mobil utuh.", "etype": "false_positive" } ], "result": { "summary": { "verdict": "cukup", "verdict_text": "Cukup yakin", "headline": "Terdeteksi 1 mobil: McLaren (0.52)", "reasons": [ { "kind": "info", "text": "Perhatian model (EigenCAM) cukup terarah ke mobil: 10% aktivasi di dalam kotak (8% area foto)." } ] }, "detections": [ { "box": [ 2.6374053955078125, 0.0, 396.6473388671875, 87.24166107177734 ], "label": "Mclaren", "conf": 0.5234336853027344, "scores": { "Ferrari": 0.0, "Mclaren": 0.5234, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.523, "runner_up": "Ferrari", "flags": [], "team": "McLaren", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.52)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 49%, oranye 14%, hitam 13% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.491 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.138 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.132 }, { "key": "blue", "name": "biru", "hex": "#2748c9", "frac": 0.079 } ], "signals": { "area_frac": 0.0839, "sharpness": 154.6, "brightness": 131.3, "truncated": true, "team_color_scores": { "Ferrari": 0.604, "McLaren": 0.757, "Mercedes": 0.656, "Red Bull": 0.724 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t091", "file": "_0_5104_jpg.rf.51b1f600d1b80975357e3a7b9849ce74.jpg", "outcome": "failure", "tag": "Kotak meleset", "error_types": [ "localization" ], "image_url": "/web/examples/t091.jpg", "cam_url": "/web/examples/t091_cam.png", "ground_truth": [ { "team": "Mercedes", "label": "Mercedes", "box": [ 46.000000000000014, 0.0, 291.0, 150.0 ] } ], "explanation": [ { "kind": "bad", "title": "Kotak meleset", "text": "Kotak Mercedes hanya ber-IoU 0.36 dengan mobil Mercedes (di bawah 0.5); timnya benar tapi kotaknya hanya menutupi sebagian mobil atau menggabungkan beberapa mobil.", "etype": "localization" }, { "kind": "info", "title": "Hasil audit visual", "text": "Sebagian mobil Mercedes di tepi atas foto garasi.", "etype": "localization" } ], "result": { "summary": { "verdict": "ragu", "verdict_text": "Ragu-ragu", "headline": "Terdeteksi 1 mobil: Mercedes (0.29)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 15% aktivasi di dalam kotak (25% area foto)." }, { "kind": "warn", "text": "1 dari 1 deteksi berlabel ragu-ragu; buka kartu deteksinya untuk melihat alasannya." } ] }, "detections": [ { "box": [ 1.0816574096679688, 0.13830184936523438, 590.7896118164062, 175.42320251464844 ], "label": "Mercedes", "conf": 0.28694698214530945, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.2869, "Redbull": 0.0 }, "margin": 0.287, "runner_up": "Ferrari", "flags": [ "low_conf" ], "team": "Mercedes", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "warn", "text": "Confidence rendah (0.29), dekat ambang 0.25: hasil seperti ini rawan salah." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 33%, hitam 23%, biru navy 19% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "good", "text": "Gambar tajam (skor ketajaman 1237), jadi detail livery terbaca jelas." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.334 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.226 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.193 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.083 } ], "signals": { "area_frac": 0.2524, "sharpness": 1236.5, "brightness": 91.0, "truncated": true, "team_color_scores": { "Ferrari": 0.724, "McLaren": 0.759, "Mercedes": 0.792, "Red Bull": 0.773 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t288", "file": "porto10141_jpg.rf.6c51358f8c8af368f60d01cf93c67186.jpg", "outcome": "failure", "tag": "Kotak meleset", "error_types": [ "localization", "missed" ], "image_url": "/web/examples/t288.jpg", "cam_url": "/web/examples/t288_cam.png", "ground_truth": [ { "team": "Mercedes", "label": "Mercedes", "box": [ 98.99999999999999, 212.00000000000003, 394.0, 375.0 ] }, { "team": "Mercedes", "label": "Mercedes", "box": [ 399.0, 224.0, 626.0, 372.0 ] } ], "explanation": [ { "kind": "bad", "title": "Kotak meleset", "text": "Kotak Mercedes hanya ber-IoU 0.48 dengan mobil Mercedes (di bawah 0.5); timnya benar tapi kotaknya hanya menutupi sebagian mobil atau menggabungkan beberapa mobil.", "etype": "localization" }, { "kind": "info", "title": "Hasil audit visual", "text": "Kotak menggabungkan dua Mercedes yang berdempetan.", "etype": "localization" }, { "kind": "bad", "title": "Terlewat", "text": "Mobil Mercedes (label dataset) tidak terdeteksi. Tidak ada kotak model (juga yang di bawah ambang, >= 0.10) yang menutupi mobil ini.", "etype": "missed" }, { "kind": "info", "title": "Hasil audit visual", "text": "Mercedes di samping Mercedes lain; kotak model menggabungkan keduanya.", "etype": "missed" } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: Mercedes (0.89)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 0.5% aktivasi di dalam kotak (17% area foto)." } ] }, "detections": [ { "box": [ 102.8179931640625, 230.2008819580078, 627.0653076171875, 360.2713623046875 ], "label": "Mercedes", "conf": 0.890031099319458, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.89, "Redbull": 0.0 }, "margin": 0.89, "runner_up": "Ferrari", "flags": [], "team": "Mercedes", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.89): model sangat yakin dengan label Mercedes." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 45%, hitam 29%, biru navy 5% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "good", "text": "Gambar tajam (skor ketajaman 2634), jadi detail livery terbaca jelas." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.452 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.293 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.053 }, { "key": "white", "name": "putih", "hex": "#f3f4f6", "frac": 0.05 } ], "signals": { "area_frac": 0.1665, "sharpness": 2633.6, "brightness": 97.9, "truncated": false, "team_color_scores": { "Ferrari": 0.701, "McLaren": 0.691, "Mercedes": 0.864, "Red Bull": 0.807 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t163", "file": "_0_770_jpg.rf.602dda40cef4377343a84ba04ebfa270.jpg", "outcome": "label_issue", "tag": "Label tim salah", "error_types": [ "label_wrong" ], "image_url": "/web/examples/t163.jpg", "cam_url": "/web/examples/t163_cam.png", "ground_truth": [ { "team": "Red Bull", "label": "Redbull", "box": [ 206.0, 0.0, 549.0, 297.0 ] } ], "explanation": [ { "kind": "good", "title": "Model benar, label salah", "text": "Label dataset menyebut mobil ini Red Bull, tetapi fotonya menunjukkan Ferrari. Hasil audit visual: Mobil merah dengan ciri Ferrari, bukan Red Bull. Prediksi model (Ferrari 0.83) benar.", "etype": "label_wrong" }, { "kind": "info", "title": "Dampak pada angka", "text": "Terhadap label mentah, kasus ini tercatat sebagai salah tim dan menurunkan metrik. Setelah audit visual, kasus ini tidak dihitung sebagai kesalahan model.", "etype": "label_wrong" } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: Ferrari (0.83)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 13% aktivasi di dalam kotak (26% area foto)." } ] }, "detections": [ { "box": [ 203.4343719482422, 0.20303726196289062, 586.8761596679688, 282.0047607421875 ], "label": "Ferrari", "conf": 0.8329139351844788, "scores": { "Ferrari": 0.8329, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.833, "runner_up": "Mclaren", "flags": [], "team": "Ferrari", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.83): model sangat yakin dengan label Ferrari." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "info", "text": "Warna dominan abu/perak 38%, hitam 35%, merah 13%; kemiripannya dengan Ferrari dan Red Bull hampir sama, jadi warna tidak tegas membedakan tim." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.383 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.354 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.128 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.07 } ], "signals": { "area_frac": 0.2638, "sharpness": 290.8, "brightness": 68.3, "truncated": true, "team_color_scores": { "Ferrari": 0.782, "McLaren": 0.663, "Mercedes": 0.748, "Red Bull": 0.816 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t188", "file": "_0_8629_jpg.rf.40156b99e113d0235d71d39eefa1b060.jpg", "outcome": "label_issue", "tag": "Label tim salah", "error_types": [ "label_wrong" ], "image_url": "/web/examples/t188.jpg", "cam_url": "/web/examples/t188_cam.png", "ground_truth": [ { "team": "Ferrari", "label": "Ferrari", "box": [ 194.00000000000003, 98.0, 613.0, 488.0 ] } ], "explanation": [ { "kind": "good", "title": "Model benar, label salah", "text": "Label dataset menyebut mobil ini Ferrari, tetapi fotonya menunjukkan McLaren. Hasil audit visual: Sayap belakang 'HUSKI CHOCOLATE' (sponsor McLaren 2019), bodi papaya. Prediksi model (McLaren 0.87) benar.", "etype": "label_wrong" }, { "kind": "info", "title": "Dampak pada angka", "text": "Terhadap label mentah, kasus ini tercatat sebagai salah tim dan menurunkan metrik. Setelah audit visual, kasus ini tidak dihitung sebagai kesalahan model.", "etype": "label_wrong" } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: McLaren (0.87)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 6% aktivasi di dalam kotak (36% area foto)." } ] }, "detections": [ { "box": [ 219.98817443847656, 95.49812316894531, 594.04296875, 492.40789794921875 ], "label": "Mclaren", "conf": 0.8730212450027466, "scores": { "Ferrari": 0.0, "Mclaren": 0.873, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.873, "runner_up": "Ferrari", "flags": [], "team": "McLaren", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.87): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 29%, biru navy 18%, merah 11% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.289 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.177 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.114 }, { "key": "blue", "name": "biru", "hex": "#2748c9", "frac": 0.108 } ], "signals": { "area_frac": 0.3625, "sharpness": 275.3, "brightness": 121.1, "truncated": false, "team_color_scores": { "Ferrari": 0.667, "McLaren": 0.754, "Mercedes": 0.658, "Red Bull": 0.692 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t201", "file": "_0_9497_jpg.rf.39985ac17996931678c95fad116255b1.jpg", "outcome": "label_issue", "tag": "Label tim salah", "error_types": [ "label_wrong" ], "image_url": "/web/examples/t201.jpg", "cam_url": "/web/examples/t201_cam.png", "ground_truth": [ { "team": "Red Bull", "label": "Redbull", "box": [ 52.00000000000003, 160.0, 550.0, 475.0 ] } ], "explanation": [ { "kind": "good", "title": "Model benar, label salah", "text": "Label dataset menyebut mobil ini Red Bull, tetapi fotonya menunjukkan Ferrari. Hasil audit visual: Ferrari F1-75 di garasi Ferrari (papan CHARLES LECLERC, #16). Prediksi model (Ferrari 0.85) benar.", "etype": "label_wrong" }, { "kind": "info", "title": "Dampak pada angka", "text": "Terhadap label mentah, kasus ini tercatat sebagai salah tim dan menurunkan metrik. Setelah audit visual, kasus ini tidak dihitung sebagai kesalahan model.", "etype": "label_wrong" } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: Ferrari (0.85)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 16% aktivasi di dalam kotak (30% area foto)." } ] }, "detections": [ { "box": [ 61.757469177246094, 192.72311401367188, 550.06201171875, 447.4365539550781 ], "label": "Ferrari", "conf": 0.8511297702789307, "scores": { "Ferrari": 0.8511, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.851, "runner_up": "Mclaren", "flags": [], "team": "Ferrari", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.85): model sangat yakin dengan label Ferrari." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 48%, merah 24%, abu/perak 16% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "good", "text": "Gambar tajam (skor ketajaman 2643), jadi detail livery terbaca jelas." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.475 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.237 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.156 }, { "key": "green", "name": "hijau", "hex": "#3fa34d", "frac": 0.033 } ], "signals": { "area_frac": 0.3037, "sharpness": 2643.3, "brightness": 73.4, "truncated": false, "team_color_scores": { "Ferrari": 0.751, "McLaren": 0.551, "Mercedes": 0.537, "Red Bull": 0.649 } } } ], "candidates": [ { "box": [ 599.3097534179688, 287.2214050292969, 639.602294921875, 372.72308349609375 ], "label": "Redbull", "conf": 0.19058619439601898, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.1906 }, "team": "Red Bull" } ], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t219", "file": "bahri06961_jpg.rf.662f15f5227bb85e65d31f851bc4fac5.jpg", "outcome": "label_issue", "tag": "Label tim salah", "error_types": [ "label_wrong", "missing_label" ], "image_url": "/web/examples/t219.jpg", "cam_url": "/web/examples/t219_cam.png", "ground_truth": [ { "team": "Ferrari", "label": "Ferrari", "box": [ 356.99999999999994, 191.0, 539.0, 371.0 ] }, { "team": "Ferrari", "label": "Ferrari", "box": [ 169.0, 230.0, 354.0, 413.0 ] }, { "team": "McLaren", "label": "Mclaren", "box": [ 171.0, 157.0, 306.0, 272.0 ] } ], "explanation": [ { "kind": "good", "title": "Model benar, label salah", "text": "Label dataset menyebut mobil ini Ferrari, tetapi fotonya menunjukkan McLaren. Hasil audit visual: McLaren papaya-biru di depan; kotak Ferrari milik mobil lain. Prediksi model (McLaren 0.87) benar.", "etype": "label_wrong" }, { "kind": "info", "title": "Dampak pada angka", "text": "Terhadap label mentah, kasus ini tercatat sebagai salah tim dan menurunkan metrik. Setelah audit visual, kasus ini tidak dihitung sebagai kesalahan model.", "etype": "label_wrong" }, { "kind": "good", "title": "Model benar, label hilang", "text": "Di area ini ada mobil Ferrari sungguhan yang tidak diberi label di dataset. Hasil audit visual: Ferrari merah buram. Deteksi model (Ferrari 0.48) benar.", "etype": "missing_label" }, { "kind": "info", "title": "Dampak pada angka", "text": "Terhadap label mentah, deteksi ini tercatat sebagai false positive. Setelah audit visual, kasus ini tidak dihitung sebagai kesalahan model.", "etype": "missing_label" } ], "result": { "summary": { "verdict": "ragu", "verdict_text": "Ragu-ragu", "headline": "Terdeteksi 4 mobil: Ferrari (0.88), McLaren (0.87), McLaren (0.74), Ferrari (0.48)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 2% aktivasi di dalam kotak (19% area foto)." }, { "kind": "warn", "text": "1 dari 4 deteksi berlabel ragu-ragu; buka kartu deteksinya untuk melihat alasannya." } ] }, "detections": [ { "box": [ 355.3939208984375, 202.2687530517578, 537.6346435546875, 370.6444091796875 ], "label": "Ferrari", "conf": 0.8807586431503296, "scores": { "Ferrari": 0.8808, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.881, "runner_up": "Mclaren", "flags": [], "team": "Ferrari", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.88): model sangat yakin dengan label Ferrari." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 38%, merah 24%, abu/perak 19% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.384 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.238 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.19 }, { "key": "green", "name": "hijau", "hex": "#3fa34d", "frac": 0.095 } ], "signals": { "area_frac": 0.0749, "sharpness": 93.6, "brightness": 76.7, "truncated": false, "team_color_scores": { "Ferrari": 0.782, "McLaren": 0.58, "Mercedes": 0.546, "Red Bull": 0.678 } } }, { "box": [ 168.65280151367188, 243.36917114257812, 351.51116943359375, 409.3417663574219 ], "label": "Mclaren", "conf": 0.8703530430793762, "scores": { "Ferrari": 0.0, "Mclaren": 0.8704, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.87, "runner_up": "Ferrari", "flags": [], "team": "McLaren", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.87): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 35%, oranye 24%, abu/perak 23% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.346 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.245 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.234 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.097 } ], "signals": { "area_frac": 0.0741, "sharpness": 167.1, "brightness": 73.9, "truncated": false, "team_color_scores": { "Ferrari": 0.655, "McLaren": 0.725, "Mercedes": 0.675, "Red Bull": 0.694 } } }, { "box": [ 171.7292022705078, 158.9584503173828, 300.52001953125, 262.36260986328125 ], "label": "Mclaren", "conf": 0.7383473515510559, "scores": { "Ferrari": 0.0, "Mclaren": 0.7383, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.738, "runner_up": "Ferrari", "flags": [], "team": "McLaren", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.74)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "info", "text": "Warna dominan abu/perak 53%, oranye 32%, merah 4%; kemiripannya dengan McLaren dan Red Bull hampir sama, jadi warna tidak tegas membedakan tim." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.533 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.323 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.044 }, { "key": "blue", "name": "biru", "hex": "#2748c9", "frac": 0.036 } ], "signals": { "area_frac": 0.0325, "sharpness": 87.8, "brightness": 99.7, "truncated": false, "team_color_scores": { "Ferrari": 0.44, "McLaren": 0.531, "Mercedes": 0.471, "Red Bull": 0.539 } } }, { "box": [ 86.66761779785156, 0.3885173797607422, 152.34991455078125, 61.221065521240234 ], "label": "Ferrari", "conf": 0.4763287305831909, "scores": { "Ferrari": 0.4763, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.476, "runner_up": "Mclaren", "flags": [ "color_unknown", "low_conf", "tiny" ], "team": "Ferrari", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "warn", "text": "Confidence rendah (0.48): hasil seperti ini rawan salah." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "warn", "text": "Warna dominan (abu/perak 75%, merah 22%) tidak mirip livery satu pun dari 4 tim di data latih. Bisa jadi mobil tim lain atau pencahayaan ekstrem; model hanya mengenal Ferrari, McLaren, Mercedes, dan Red Bull." }, { "kind": "warn", "text": "Objek sangat kecil (1.0% dari foto), jadi detail livery hampir tidak terlihat." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.754 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.223 } ], "signals": { "area_frac": 0.0098, "sharpness": 1.3, "brightness": 94.3, "truncated": true, "team_color_scores": { "Ferrari": 0.509, "McLaren": 0.369, "Mercedes": 0.38, "Red Bull": 0.471 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t176", "file": "_0_82_jpg.rf.e8755e24fde0bcf1352f8defab2364b1.jpg", "outcome": "label_issue", "tag": "Mobil tanpa label", "error_types": [ "missing_label" ], "image_url": "/web/examples/t176.jpg", "cam_url": "/web/examples/t176_cam.png", "ground_truth": [ { "team": "McLaren", "label": "Mclaren", "box": [ 274.0, 230.0, 335.0, 293.0 ] } ], "explanation": [ { "kind": "good", "title": "Model benar, label hilang", "text": "Di area ini ada mobil Mercedes sungguhan yang tidak diberi label di dataset. Hasil audit visual: Mercedes W12 tampak depan. Deteksi model (Mercedes 0.79) benar.", "etype": "missing_label" }, { "kind": "info", "title": "Dampak pada angka", "text": "Terhadap label mentah, deteksi ini tercatat sebagai false positive. Setelah audit visual, kasus ini tidak dihitung sebagai kesalahan model.", "etype": "missing_label" }, { "kind": "good", "title": "Model benar, label hilang", "text": "Di area ini ada mobil Ferrari sungguhan yang tidak diberi label di dataset. Hasil audit visual: Ferrari merah buram di belakang. Deteksi model (Ferrari 0.41) benar.", "etype": "missing_label" }, { "kind": "info", "title": "Dampak pada angka", "text": "Terhadap label mentah, deteksi ini tercatat sebagai false positive. Setelah audit visual, kasus ini tidak dihitung sebagai kesalahan model.", "etype": "missing_label" } ], "result": { "summary": { "verdict": "ragu", "verdict_text": "Ragu-ragu", "headline": "Terdeteksi 3 mobil: McLaren (0.84), Mercedes (0.79), Ferrari (0.41)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 0.7% aktivasi di dalam kotak (5% area foto)." }, { "kind": "warn", "text": "1 dari 3 deteksi berlabel ragu-ragu; buka kartu deteksinya untuk melihat alasannya." } ] }, "detections": [ { "box": [ 270.2955322265625, 235.10169982910156, 339.0887145996094, 297.5471496582031 ], "label": "Mclaren", "conf": 0.8392613530158997, "scores": { "Ferrari": 0.0, "Mclaren": 0.8393, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.839, "runner_up": "Ferrari", "flags": [ "blur" ], "team": "McLaren", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.84): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "info", "text": "Warna dominan abu/perak 55%, oranye 20%, merah 14%; kemiripannya dengan McLaren dan Red Bull hampir sama, jadi warna tidak tegas membedakan tim." }, { "kind": "info", "text": "Objek relatif kecil (1% dari foto)." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 12): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.554 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.2 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.145 }, { "key": "blue", "name": "biru", "hex": "#2748c9", "frac": 0.059 } ], "signals": { "area_frac": 0.0105, "sharpness": 11.6, "brightness": 118.7, "truncated": false, "team_color_scores": { "Ferrari": 0.511, "McLaren": 0.554, "Mercedes": 0.467, "Red Bull": 0.573 } } }, { "box": [ 156.61219787597656, 269.97393798828125, 285.0429992675781, 389.2498779296875 ], "label": "Mercedes", "conf": 0.7863543033599854, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.7864, "Redbull": 0.0 }, "margin": 0.786, "runner_up": "Ferrari", "flags": [ "blur" ], "team": "Mercedes", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.79): model sangat yakin dengan label Mercedes." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 74%, hitam 13%, teal 7% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "warn", "text": "Area mobil kurang detail (skor ketajaman 59): bisa karena objek kecil, blur gerak, atau kompresi, sehingga ciri livery kurang jelas." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.735 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.133 }, { "key": "teal", "name": "teal", "hex": "#00a19c", "frac": 0.067 }, { "key": "white", "name": "putih", "hex": "#f3f4f6", "frac": 0.034 } ], "signals": { "area_frac": 0.0374, "sharpness": 59.2, "brightness": 101.8, "truncated": false, "team_color_scores": { "Ferrari": 0.471, "McLaren": 0.492, "Mercedes": 0.595, "Red Bull": 0.552 } } }, { "box": [ 310.0523681640625, 209.993408203125, 356.5890197753906, 246.87457275390625 ], "label": "Ferrari", "conf": 0.4127548336982727, "scores": { "Ferrari": 0.4128, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.413, "runner_up": "Mclaren", "flags": [ "low_conf", "tiny" ], "team": "Ferrari", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "warn", "text": "Confidence rendah (0.41): hasil seperti ini rawan salah." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan merah 44%, abu/perak 35%, oranye 20% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "warn", "text": "Objek sangat kecil (0.4% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.442 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.352 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.196 } ], "signals": { "area_frac": 0.0042, "sharpness": 3.6, "brightness": 130.9, "truncated": false, "team_color_scores": { "Ferrari": 0.538, "McLaren": 0.469, "Mercedes": 0.386, "Red Bull": 0.52 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t141", "file": "_0_6827_jpg.rf.cd7fb82e63df4a611c042e3d80534758.jpg", "outcome": "label_issue", "tag": "Mobil tanpa label", "error_types": [ "missing_label" ], "image_url": "/web/examples/t141.jpg", "cam_url": "/web/examples/t141_cam.png", "ground_truth": [], "explanation": [ { "kind": "good", "title": "Model benar, label hilang", "text": "Di area ini ada mobil Mercedes sungguhan yang tidak diberi label di dataset. Hasil audit visual: Mercedes W12 di lintasan. Deteksi model (Mercedes 0.78) benar.", "etype": "missing_label" }, { "kind": "info", "title": "Dampak pada angka", "text": "Terhadap label mentah, deteksi ini tercatat sebagai false positive. Setelah audit visual, kasus ini tidak dihitung sebagai kesalahan model.", "etype": "missing_label" } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: Mercedes (0.78)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 5% aktivasi di dalam kotak (11% area foto)." } ] }, "detections": [ { "box": [ 337.69781494140625, 0.1062774658203125, 557.0134887695312, 211.1414794921875 ], "label": "Mercedes", "conf": 0.7843800187110901, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.7844, "Redbull": 0.0 }, "margin": 0.784, "runner_up": "Ferrari", "flags": [], "team": "Mercedes", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.78): model sangat yakin dengan label Mercedes." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan abu/perak 34%, biru navy 21%, ungu 12% paling mirip rata-rata livery Mercedes di data latih (perak/hitam dengan aksen teal Petronas)." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.337 }, { "key": "navy", "name": "biru navy", "hex": "#1b2a5c", "frac": 0.208 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.122 }, { "key": "white", "name": "putih", "hex": "#f3f4f6", "frac": 0.122 } ], "signals": { "area_frac": 0.113, "sharpness": 443.6, "brightness": 130.3, "truncated": true, "team_color_scores": { "Ferrari": 0.531, "McLaren": 0.638, "Mercedes": 0.731, "Red Bull": 0.593 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t282", "file": "porto01501_jpg.rf.25c4ff93e7f0e727456c9f7927efba62.jpg", "outcome": "label_issue", "tag": "Mobil tanpa label", "error_types": [ "missing_label" ], "image_url": "/web/examples/t282.jpg", "cam_url": "/web/examples/t282_cam.png", "ground_truth": [ { "team": "Red Bull", "label": "Redbull", "box": [ 557.0, 424.0, 640.0, 463.00000000000006 ] }, { "team": "Ferrari", "label": "Ferrari", "box": [ 331.0, 430.0, 423.00000000000006, 470.0 ] }, { "team": "McLaren", "label": "Mclaren", "box": [ 161.0, 409.0, 216.0, 449.0 ] }, { "team": "Red Bull", "label": "Redbull", "box": [ 237.0, 427.0, 323.0, 465.0 ] } ], "explanation": [ { "kind": "good", "title": "Model benar, label hilang", "text": "Di area ini ada mobil Ferrari sungguhan yang tidak diberi label di dataset. Hasil audit visual: Ferrari merah jelas di lintasan. Deteksi model (Ferrari 0.76) benar.", "etype": "missing_label" }, { "kind": "info", "title": "Dampak pada angka", "text": "Terhadap label mentah, deteksi ini tercatat sebagai false positive. Setelah audit visual, kasus ini tidak dihitung sebagai kesalahan model.", "etype": "missing_label" } ], "result": { "summary": { "verdict": "ragu", "verdict_text": "Ragu-ragu", "headline": "Terdeteksi 5 mobil: Red Bull (0.81), McLaren (0.78), Ferrari (0.76), Red Bull (0.76), Ferrari (0.74)", "reasons": [ { "kind": "good", "text": "Perhatian model (EigenCAM) terpusat pada mobil: 39% aktivasi berada di dalam kotak yang hanya menempati 4% foto." }, { "kind": "warn", "text": "3 dari 5 deteksi berlabel ragu-ragu; buka kartu deteksinya untuk melihat alasannya." } ] }, "detections": [ { "box": [ 555.5628662109375, 422.2639465332031, 639.302490234375, 465.6550598144531 ], "label": "Redbull", "conf": 0.8062513470649719, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.8063 }, "margin": 0.806, "runner_up": "Ferrari", "flags": [ "color_mismatch", "tiny" ], "team": "Red Bull", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.81): model sangat yakin dengan label Red Bull." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "warn", "text": "Warna dominan merah 25%, hitam 17%, hijau 15% lebih mirip livery Ferrari daripada Red Bull. Model tampaknya bersandar pada bentuk/detail lain, atau salah tim." }, { "kind": "warn", "text": "Objek sangat kecil (0.9% dari foto), jadi detail livery hampir tidak terlihat." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.25 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.171 }, { "key": "green", "name": "hijau", "hex": "#3fa34d", "frac": 0.154 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.126 } ], "signals": { "area_frac": 0.0089, "sharpness": 66.7, "brightness": 114.0, "truncated": true, "team_color_scores": { "Ferrari": 0.682, "McLaren": 0.587, "Mercedes": 0.433, "Red Bull": 0.574 } } }, { "box": [ 160.3511962890625, 406.7683410644531, 219.86837768554688, 449.82757568359375 ], "label": "Mclaren", "conf": 0.7835394740104675, "scores": { "Ferrari": 0.0, "Mclaren": 0.7835, "Mercedes": 0.0, "Redbull": 0.0317 }, "margin": 0.752, "runner_up": "Redbull", "flags": [ "tiny" ], "team": "McLaren", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.78): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "info", "text": "Warna dominan abu/perak 36%, oranye 28%, hitam 10%; kemiripannya dengan McLaren dan Red Bull hampir sama, jadi warna tidak tegas membedakan tim." }, { "kind": "warn", "text": "Objek sangat kecil (0.6% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.361 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.279 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.095 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.093 } ], "signals": { "area_frac": 0.0063, "sharpness": 30.1, "brightness": 103.3, "truncated": false, "team_color_scores": { "Ferrari": 0.624, "McLaren": 0.673, "Mercedes": 0.586, "Red Bull": 0.7 } } }, { "box": [ 80.07820129394531, 388.36639404296875, 115.27355194091797, 424.6270751953125 ], "label": "Ferrari", "conf": 0.76272052526474, "scores": { "Ferrari": 0.7627, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.763, "runner_up": "Mclaren", "flags": [ "tiny" ], "team": "Ferrari", "verdict": "cukup", "verdict_text": "Cukup yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.76): model sangat yakin dengan label Ferrari." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan merah 55%, abu/perak 18%, ungu 15% paling mirip rata-rata livery Ferrari di data latih (merah Ferrari)." }, { "kind": "warn", "text": "Objek sangat kecil (0.3% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.55 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.181 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.149 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.106 } ], "signals": { "area_frac": 0.0031, "sharpness": 8.1, "brightness": 100.0, "truncated": false, "team_color_scores": { "Ferrari": 0.578, "McLaren": 0.395, "Mercedes": 0.333, "Red Bull": 0.434 } } }, { "box": [ 240.2991485595703, 420.99969482421875, 321.8438720703125, 463.40301513671875 ], "label": "Redbull", "conf": 0.7581734657287598, "scores": { "Ferrari": 0.0, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.7582 }, "margin": 0.758, "runner_up": "Ferrari", "flags": [ "color_mismatch", "tiny" ], "team": "Red Bull", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.76): model sangat yakin dengan label Red Bull." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "warn", "text": "Warna dominan hijau 28%, abu/perak 17%, merah 17% lebih mirip livery Ferrari daripada Red Bull. Model tampaknya bersandar pada bentuk/detail lain, atau salah tim." }, { "kind": "warn", "text": "Objek sangat kecil (0.8% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "green", "name": "hijau", "hex": "#3fa34d", "frac": 0.284 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.168 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.166 }, { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.108 } ], "signals": { "area_frac": 0.0084, "sharpness": 91.1, "brightness": 119.9, "truncated": false, "team_color_scores": { "Ferrari": 0.646, "McLaren": 0.57, "Mercedes": 0.401, "Red Bull": 0.568 } } }, { "box": [ 332.5295715332031, 428.3848571777344, 427.2340087890625, 465.9239196777344 ], "label": "Ferrari", "conf": 0.7358031272888184, "scores": { "Ferrari": 0.7358, "Mclaren": 0.0, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.736, "runner_up": "Mclaren", "flags": [ "color_unknown", "tiny" ], "team": "Ferrari", "verdict": "ragu", "verdict_text": "Ragu-ragu", "reasons": [ { "kind": "info", "text": "Confidence sedang (0.74)." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "warn", "text": "Warna dominan (merah 40%, hijau 26%, ungu 10%) tidak mirip livery satu pun dari 4 tim di data latih. Bisa jadi mobil tim lain atau pencahayaan ekstrem; model hanya mengenal Ferrari, McLaren, Mercedes, dan Red Bull." }, { "kind": "warn", "text": "Objek sangat kecil (0.9% dari foto), jadi detail livery hampir tidak terlihat." } ], "colors": [ { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.397 }, { "key": "green", "name": "hijau", "hex": "#3fa34d", "frac": 0.258 }, { "key": "purple", "name": "ungu", "hex": "#7b2cbf", "frac": 0.096 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.077 } ], "signals": { "area_frac": 0.0087, "sharpness": 126.4, "brightness": 130.4, "truncated": false, "team_color_scores": { "Ferrari": 0.518, "McLaren": 0.361, "Mercedes": 0.225, "Red Bull": 0.403 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } }, { "id": "t051", "file": "_0_2870_jpg.rf.4d2b882d6d8f2df57d64ec8ea1f28777.jpg", "outcome": "label_issue", "tag": "Label ganda", "error_types": [ "duplicate_label" ], "image_url": "/web/examples/t051.jpg", "cam_url": "/web/examples/t051_cam.png", "ground_truth": [ { "team": "McLaren", "label": "Mclaren", "box": [ 0.0, 238.00000000000006, 561.0, 546.0 ] }, { "team": "McLaren", "label": "Mclaren", "box": [ 0.0, 286.0, 560.0, 547.0 ] } ], "explanation": [ { "kind": "good", "title": "Label ganda", "text": "Dataset memberi dua kotak McLaren pada mobil yang sama. Model mendeteksi mobil itu satu kali (McLaren 0.89, IoU 0.81 dengan kotak kedua), jadi kotak kedua tercatat 'terlewat' padahal mobilnya sudah terdeteksi.", "etype": "duplicate_label" } ], "result": { "summary": { "verdict": "yakin", "verdict_text": "Yakin", "headline": "Terdeteksi 1 mobil: McLaren (0.89)", "reasons": [ { "kind": "warn", "text": "Perhatian model (EigenCAM) menyebar ke latar belakang: hanya 11% aktivasi di dalam kotak (40% area foto)." } ] }, "detections": [ { "box": [ 0.0, 275.50225830078125, 570.0723876953125, 567.4715576171875 ], "label": "Mclaren", "conf": 0.8911998867988586, "scores": { "Ferrari": 0.0, "Mclaren": 0.8912, "Mercedes": 0.0, "Redbull": 0.0 }, "margin": 0.891, "runner_up": "Ferrari", "flags": [], "team": "McLaren", "verdict": "yakin", "verdict_text": "Yakin", "reasons": [ { "kind": "good", "text": "Confidence tinggi (0.89): model sangat yakin dengan label McLaren." }, { "kind": "good", "text": "Tidak ada tim lain yang bersaing di area ini (skor tim lain < 0.05)." }, { "kind": "good", "text": "Warna dominan hitam 40%, merah 16%, abu/perak 15% paling mirip rata-rata livery McLaren di data latih (oranye papaya (dengan biru/hitam))." }, { "kind": "good", "text": "Gambar tajam (skor ketajaman 2091), jadi detail livery terbaca jelas." }, { "kind": "info", "text": "Mobil terpotong di tepi foto, jadi sebagian ciri tidak terlihat." } ], "colors": [ { "key": "black", "name": "hitam", "hex": "#151515", "frac": 0.395 }, { "key": "red", "name": "merah", "hex": "#d7263d", "frac": 0.16 }, { "key": "grey", "name": "abu/perak", "hex": "#9ca3af", "frac": 0.154 }, { "key": "orange", "name": "oranye", "hex": "#ff8000", "frac": 0.137 } ], "signals": { "area_frac": 0.4064, "sharpness": 2091.2, "brightness": 83.7, "truncated": true, "team_color_scores": { "Ferrari": 0.685, "McLaren": 0.698, "Mercedes": 0.613, "Red Bull": 0.669 } } } ], "candidates": [], "image": { "width": 640, "height": 640 }, "params": { "conf": 0.25, "iou": 0.45, "imgsz": 512 } } } ], "stats": { "images": 317, "success": 282, "failure": 14, "label_issue": 21, "error_images": { "false_positive": 9, "localization": 3, "missed": 5, "misclass": 1 }, "label_issue_images": { "missing_label": 17, "duplicate_label": 1, "label_wrong": 4 }, "events": { "correct": 324, "false_positive": 10, "missing_label": 18, "duplicate_label": 1, "localization": 3, "missed": 5, "label_wrong": 4, "misclass": 1 }, "raw_events": { "correct": 324, "false_positive": 28, "missed": 6, "localization": 3, "misclass": 5 }, "per_team": { "Mercedes": { "total": 116, "correct": 111, "misclass": 0, "missed": 3, "localization": 2, "accuracy": 0.9569 }, "Ferrari": { "total": 90, "correct": 89, "misclass": 0, "missed": 1, "localization": 0, "accuracy": 0.9889 }, "McLaren": { "total": 71, "correct": 69, "misclass": 0, "missed": 1, "localization": 1, "accuracy": 0.9718 }, "Red Bull": { "total": 78, "correct": 77, "misclass": 1, "missed": 0, "localization": 0, "accuracy": 0.9872 } }, "confusions": { "latar → Ferrari": 4, "latar → McLaren": 3, "latar → Mercedes": 2, "Red Bull → Ferrari": 1, "latar → Red Bull": 1 }, "label_issue_by_team": { "missing_label: Ferrari": 6, "missing_label: Mercedes": 11, "duplicate_label: McLaren": 1, "label_wrong: Ferrari": 2, "label_wrong: McLaren": 2, "missing_label: Red Bull": 1 }, "raw_success": 282, "audit": { "events_audited": 42, "unaudited": 0 } } }