Tổng hợp mới nhất: 20261101-1338_vc11_utae_cloudmask_1080run_24modes-05f19d_tta1080

.gitattributes

@@ -57,3 +57,5 @@ vicoffee/vc11_utae_cloudmask/summary_archive/20261101-0200_vc11_utae_cloudmask_1
 vicoffee/vc11_utae_cloudmask/summary_archive/20261101-0200_vc11_utae_cloudmask_1080run_24modes-05f19d_tta1080/report_curves_r0.5__20261101-0200_vc11_utae_cloudmask_1080run_24modes-05f19d_tta1080.png filter=lfs diff=lfs merge=lfs -text
 vicoffee/vc11_utae_cloudmask/summary_archive/20261101-0200_vc11_utae_cloudmask_1080run_24modes-05f19d_tta1080/report_curves_r1.0__20261101-0200_vc11_utae_cloudmask_1080run_24modes-05f19d_tta1080.png filter=lfs diff=lfs merge=lfs -text
 vicoffee/vc11_utae_cloudmask/summary_archive/20261101-0200_vc11_utae_cloudmask_1080run_24modes-05f19d_tta1080/results_overview__20261101-0200_vc11_utae_cloudmask_1080run_24modes-05f19d_tta1080.png filter=lfs diff=lfs merge=lfs -text
+vicoffee/vc11_utae_cloudmask/summary/report_fold_matrix.png filter=lfs diff=lfs merge=lfs -text
+vicoffee/vc11_utae_cloudmask/summary/report_label_efficiency.png filter=lfs diff=lfs merge=lfs -text

vicoffee/vc11_utae_cloudmask/summary/meta.json

@@ -1,7 +1,7 @@
 {
-  "label": "20261101-0200_vc11_utae_cloudmask_1080run_24modes-05f19d_tta1080",
+  "label": "20261101-1338_vc11_utae_cloudmask_1080run_24modes-05f19d_tta1080",
   "tag": "vc11_utae_cloudmask",
-  "created": "2026-11-01 02:01:00",
+  "created": "2026-11-01 13:38:41",
   "n_runs": 1080,
   "runs_per_mode": {
     "sl-cos+es50p30": 30,

vicoffee/vc11_utae_cloudmask/summary/preset_ladder.md

@@ -5,7 +5,6 @@
 | C · + chấm TTA 8 phép | 65.98 ± 2.71 (15) (+0.54) | 67.80 ± 1.99 (15) (+0.55) | 71.49 ± 1.16 (15) (+0.34) | 72.87 ± 1.60 (15) (+0.34) |
 | D · + LP-FT lr 3e-4, giảm dần theo độ sâu ×0,75 | — | — | — | — |
 | E · + Lovász loss 0,5 | — | — | — | — |
-| F · + self-training (120 cửa sổ không nhãn) | — | — | — | — |
 | X1 · kiểm tra rò rỉ: SSL bỏ cửa sổ cách khu test < 1 km | — | 67.53 ± 2.27 (15) (-0.27) | — | 71.68 ± 3.06 (15) (-1.19) |
 | X2 · kiểm tra: SSL 200 epoch | — | 68.20 ± 2.54 (15) (+0.40) | — | 72.63 ± 2.08 (15) (-0.23) |
 | X3 · kiểm tra: chỉ Lovász 0,5 (không ld75) | — | 67.75 ± 2.40 (15) (-0.05) | — | 72.64 ± 1.76 (15) (-0.22) |
@@ -30,7 +29,6 @@
 | SL | 56.19 ± 3.85 (15) | 62.43 ± 3.11 (15) | 73.65 ± 2.57 (15) | 74.85 ± 2.62 (15) |
 | SSL_LP (probe) | 65.44 ± 2.28 (15) | 67.06 ± 2.44 (15) | 68.50 ± 3.72 (15) | 68.60 ± 4.29 (15) |
 | SSL_FT (LP-FT) | 65.29 ± 2.28 (15) | 67.15 ± 2.59 (15) | 70.75 ± 1.70 (15) | 72.32 ± 2.14 (15) |
-| LP-FT + self-training | — | — | — | — |
 
 **B · + dừng sớm 50% / 30%** (không TTA)
 
@@ -39,7 +37,6 @@
 | SL | 57.15 ± 1.31 (15) | 61.79 ± 4.14 (15) | 72.57 ± 3.99 (15) | 74.80 ± 2.60 (15) |
 | SSL_LP (probe) | 65.43 ± 2.78 (15) | 67.18 ± 2.33 (15) | 68.50 ± 3.58 (15) | 69.05 ± 3.56 (15) |
 | SSL_FT (LP-FT) | 65.43 ± 2.78 (15) | 67.25 ± 2.31 (15) | 71.15 ± 1.46 (15) | 72.52 ± 1.90 (15) |
-| LP-FT + self-training | — | — | — | — |
 
 **C · + chấm TTA 8 phép** (có TTA)
 
@@ -48,7 +45,6 @@
 | SL | 59.48 ± 1.34 (15) | 63.52 ± 3.91 (15) | 73.38 ± 3.79 (15) | 75.38 ± 2.34 (15) |
 | SSL_LP (probe) | 65.98 ± 2.73 (15) | 67.74 ± 2.01 (15) | 68.90 ± 2.89 (15) | 69.52 ± 2.92 (15) |
 | SSL_FT (LP-FT) | 65.98 ± 2.71 (15) | 67.80 ± 1.99 (15) | 71.49 ± 1.16 (15) | 72.87 ± 1.60 (15) |
-| LP-FT + self-training | — | — | — | — |
 
 **D · + LP-FT lr 3e-4, giảm dần theo độ sâu ×0,75** (có TTA)
 
@@ -57,7 +53,6 @@
 | SL | 59.48 ± 1.34 (15) | 63.52 ± 3.91 (15) | 73.38 ± 3.79 (15) | 75.38 ± 2.34 (15) |
 | SSL_LP (probe) | 65.98 ± 2.73 (15) | 67.74 ± 2.01 (15) | 68.90 ± 2.89 (15) | 69.52 ± 2.92 (15) |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **E · + Lovász loss 0,5** (có TTA)
 
@@ -66,16 +61,6 @@
 | SL | 59.34 ± 3.31 (15) | 64.52 ± 2.63 (15) | — | — |
 | SSL_LP (probe) | — | 67.80 ± 2.40 (15) | — | 69.11 ± 3.75 (15) |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
-
-**F · + self-training (120 cửa sổ không nhãn)** (có TTA)
-
-| Chế độ | 5% | 10% | 50% | 100% |
-|---|---|---|---|---|
-| SL | 59.34 ± 3.31 (15) | 64.52 ± 2.63 (15) | — | — |
-| SSL_LP (probe) | — | 67.80 ± 2.40 (15) | — | 69.11 ± 3.75 (15) |
-| SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **X1 · kiểm tra rò rỉ: SSL bỏ cửa sổ cách khu test < 1 km** (có TTA)
 
@@ -84,7 +69,6 @@
 | SL | 59.48 ± 1.34 (15) | 63.52 ± 3.91 (15) | 73.38 ± 3.79 (15) | 75.38 ± 2.34 (15) |
 | SSL_LP (probe) | — | 67.22 ± 2.13 (15) | — | 69.14 ± 2.69 (15) |
 | SSL_FT (LP-FT) | — | 67.53 ± 2.27 (15) | — | 71.68 ± 3.06 (15) |
-| LP-FT + self-training | — | — | — | — |
 
 **X2 · kiểm tra: SSL 200 epoch** (có TTA)
 
@@ -93,7 +77,6 @@
 | SL | 59.48 ± 1.34 (15) | 63.52 ± 3.91 (15) | 73.38 ± 3.79 (15) | 75.38 ± 2.34 (15) |
 | SSL_LP (probe) | — | 68.01 ± 2.91 (15) | — | 69.64 ± 2.98 (15) |
 | SSL_FT (LP-FT) | — | 68.20 ± 2.54 (15) | — | 72.63 ± 2.08 (15) |
-| LP-FT + self-training | — | — | — | — |
 
 **X3 · kiểm tra: chỉ Lovász 0,5 (không ld75)** (có TTA)
 
@@ -102,7 +85,6 @@
 | SL | 59.34 ± 3.31 (15) | 64.52 ± 2.63 (15) | — | — |
 | SSL_LP (probe) | — | 67.80 ± 2.40 (15) | — | 69.11 ± 3.75 (15) |
 | SSL_FT (LP-FT) | — | 67.75 ± 2.40 (15) | — | 72.64 ± 1.76 (15) |
-| LP-FT + self-training | — | — | — | — |
 
 **X4 · kiểm tra: ld75 + Lovász + SSL 200 epoch cùng lúc** (có TTA)
 
@@ -111,7 +93,6 @@
 | SL | 59.34 ± 3.31 (15) | 64.52 ± 2.63 (15) | — | — |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **R1 · công thức MAESTRO: chỉ AdamW + weight decay** (có TTA)
 
@@ -120,7 +101,6 @@
 | SL | 62.92 ± 2.95 (15) | 68.54 ± 2.13 (15) | — | — |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **R2 · công thức MAESTRO: chỉ EMA theo epoch** (có TTA)
 
@@ -129,7 +109,6 @@
 | SL | 58.71 ± 3.66 (15) | 64.61 ± 3.36 (15) | — | — |
 | SSL_LP (probe) | 65.98 ± 2.73 (15) | 67.74 ± 2.01 (15) | 68.90 ± 2.89 (15) | 69.52 ± 2.92 (15) |
 | SSL_FT (LP-FT) | 65.98 ± 2.71 (15) | 67.80 ± 1.99 (15) | 71.49 ± 1.16 (15) | 72.87 ± 1.60 (15) |
-| LP-FT + self-training | — | — | — | — |
 
 **R3 · công thức MAESTRO: chỉ warm-up + cosine** (có TTA)
 
@@ -138,7 +117,6 @@
 | SL | 56.79 ± 3.09 (15) | 63.58 ± 3.35 (15) | — | — |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | 65.98 ± 2.71 (15) | 67.80 ± 1.99 (15) | 71.49 ± 1.16 (15) | 72.87 ± 1.60 (15) |
-| LP-FT + self-training | — | — | — | — |
 
 **R4 · công thức MAESTRO: chỉ số bước ∝ nhãn** (có TTA)
 
@@ -147,7 +125,6 @@
 | SL | 55.69 ± 3.36 (15) | 61.12 ± 3.17 (15) | — | — |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **R5 · công thức MAESTRO: chỉ bỏ ngày ngẫu nhiên** (có TTA)
 
@@ -156,7 +133,6 @@
 | SL | 71.09 ± 2.86 (15) | 73.72 ± 2.05 (15) | — | — |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **R6 · công thức MAESTRO: cả năm thành phần** (có TTA)
 
@@ -165,7 +141,6 @@
 | SL | — | — | — | — |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **M20 · SSL che 20% số ngày (mặc định 40%)** (có TTA)
 
@@ -174,7 +149,6 @@
 | SL | 59.48 ± 1.34 (15) | 63.52 ± 3.91 (15) | 73.38 ± 3.79 (15) | 75.38 ± 2.34 (15) |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **M60 · SSL che 60% số ngày (mặc định 40%)** (có TTA)
 
@@ -183,7 +157,6 @@
 | SL | 59.48 ± 1.34 (15) | 63.52 ± 3.91 (15) | 73.38 ± 3.79 (15) | 75.38 ± 2.34 (15) |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **M75 · SSL che 75% số ngày (mức của MAE / MAESTRO)** (có TTA)
 
@@ -192,7 +165,6 @@
 | SL | 59.48 ± 1.34 (15) | 63.52 ± 3.91 (15) | 73.38 ± 3.79 (15) | 75.38 ± 2.34 (15) |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **R7 · công thức MAESTRO: AdamW + bỏ ngày (hai thành phần thắng ở đợt 1)** (có TTA)
 
@@ -201,7 +173,6 @@
 | SL | — | — | — | — |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **X6 · kiểm tra: Lovász + SSL 200 epoch (không ld75, không bỏ cửa sổ)** (có TTA)
 
@@ -210,7 +181,6 @@
 | SL | 59.34 ± 3.31 (15) | 64.52 ± 2.63 (15) | — | — |
 | SSL_LP (probe) | — | — | — | — |
 | SSL_FT (LP-FT) | — | — | — | — |
-| LP-FT + self-training | — | — | — | — |
 
 **X5 · kiểm tra: ld75 + Lovász + SSL 200 + bỏ cửa sổ gần test (cả bốn công tắc)** (có TTA)
 
@@ -218,5 +188,4 @@
 |---|---|---|---|---|
 | SL | 59.34 ± 3.31 (15) | 64.52 ± 2.63 (15) | — | — |
 | SSL_LP (probe) | 64.45 ± 3.72 (15) | 66.82 ± 1.97 (15) | 69.35 ± 2.63 (15) | 69.58 ± 3.36 (15) |
-| SSL_FT (LP-FT) | 64.65 ± 3.52 (15) | 67.09 ± 2.10 (15) | 69.47 ± 2.56 (15) | 70.42 ± 2.26 (15) |
-| LP-FT + self-training | — | — | — | — |
+| SSL_FT (LP-FT) | 64.65 ± 3.52 (15) | 67.09 ± 2.10 (15) | 69.47 ± 2.56 (15) | 70.42 ± 2.26 (15) |

vicoffee/vc11_utae_cloudmask/summary/report_table.csv

@@ -0,0 +1,15 @@
+mode,ratio,runs,epochs,mIoU,mIoU_std,IoU_coffee,IoU_noncoffee,macroF1,OA,delta_vs_sl
+sl+es50p30,0.05,15,66.1,59.478,1.337,71.891,47.066,73.724,77.757,
+sl+es50p30,0.1,15,65.2,63.525,3.906,75.890,51.159,76.849,80.923,
+sl+es50p30,0.5,15,68.1,73.379,3.792,83.204,63.554,84.200,87.208,
+sl+es50p30,1.0,15,67.4,75.382,2.341,85.012,65.751,85.568,88.586,
+ssl_lp+es50p30,0.05,15,58.0,65.983,2.728,79.263,52.704,78.625,83.401,6.505
+ssl_lp+es50p30,0.1,15,61.2,67.739,2.012,80.172,55.307,80.034,84.363,4.215
+ssl_lp+es50p30,0.5,15,61.9,68.895,2.888,80.886,56.904,80.896,85.116,-4.484
+ssl_lp+es50p30,1.0,15,70.5,69.517,2.916,81.190,57.844,81.372,85.408,-5.865
+ssl_lpft+es50p30,0.05,15,50.0,65.979,2.712,79.265,52.693,78.621,83.402,6.501
+ssl_lpft+es50p30,0.1,15,50.2,67.804,1.986,80.229,55.378,80.083,84.411,4.279
+ssl_lpft+es50p30,0.5,15,65.9,71.492,1.160,82.741,60.243,82.824,86.559,-1.886
+ssl_lpft+es50p30,1.0,15,76.3,72.866,1.602,83.494,62.237,83.824,87.258,-2.516
+sl-dk30+es50p30,0.05,15,78.0,71.089,2.856,82.623,59.555,82.498,86.299,11.611
+sl-dk30+es50p30,0.1,15,68.9,73.716,2.047,84.451,62.981,84.382,87.851,10.191

vicoffee/vc11_utae_cloudmask/summary/report_table.md

@@ -0,0 +1,16 @@
+| Chế độ | Nhãn | Run | Epoch chạy | mIoU | IoU cà phê | IoU không CP | macro-F1 | OA | Δ mIoU so với SL (fold hơn) |
+|---|---|---|---|---|---|---|---|---|---|
+| `sl+es50p30` | 5% | 15 | 66 | **59.48 ± 1.34** | 71.89 ± 5.16 | 47.07 ± 3.26 | 73.72 ± 0.86 | 77.76 ± 2.46 | — |
+| `sl+es50p30` | 10% | 15 | 65 | **63.52 ± 3.91** | 75.89 ± 6.90 | 51.16 ± 2.35 | 76.85 ± 2.70 | 80.92 ± 4.27 | — |
+| `sl+es50p30` | 50% | 15 | 68 | **73.38 ± 3.79** | 83.20 ± 6.27 | 63.55 ± 2.61 | 84.20 ± 2.42 | 87.21 ± 3.70 | — |
+| `sl+es50p30` | 100% | 15 | 67 | **75.38 ± 2.34** | 85.01 ± 4.90 | 65.75 ± 2.63 | 85.57 ± 1.43 | 88.59 ± 2.63 | — |
+| `ssl_lp+es50p30` | 5% | 15 | 58 | **65.98 ± 2.73** | 79.26 ± 6.07 | 52.70 ± 2.94 | 78.62 ± 1.82 | 83.40 ± 3.57 | 🟢 +6.51 (5/5) |
+| `ssl_lp+es50p30` | 10% | 15 | 61 | **67.74 ± 2.01** | 80.17 ± 5.78 | 55.31 ± 2.69 | 80.03 ± 1.18 | 84.36 ± 3.11 | 🟢 +4.21 (5/5) |
+| `ssl_lp+es50p30` | 50% | 15 | 62 | **68.90 ± 2.89** | 80.89 ± 7.33 | 56.90 ± 1.86 | 80.90 ± 1.74 | 85.12 ± 3.96 | 🔴 -4.48 (0/5) |
+| `ssl_lp+es50p30` | 100% | 15 | 71 | **69.52 ± 2.92** | 81.19 ± 7.22 | 57.84 ± 1.53 | 81.37 ± 1.77 | 85.41 ± 3.90 | 🔴 -5.86 (0/5) |
+| `ssl_lpft+es50p30` | 5% | 15 | 50 | **65.98 ± 2.71** | 79.26 ± 6.07 | 52.69 ± 2.93 | 78.62 ± 1.81 | 83.40 ± 3.56 | 🟢 +6.50 (5/5) |
+| `ssl_lpft+es50p30` | 10% | 15 | 50 | **67.80 ± 1.99** | 80.23 ± 5.82 | 55.38 ± 2.59 | 80.08 ± 1.14 | 84.41 ± 3.12 | 🟢 +4.28 (5/5) |
+| `ssl_lpft+es50p30` | 50% | 15 | 66 | **71.49 ± 1.16** | 82.74 ± 4.54 | 60.24 ± 2.77 | 82.82 ± 0.60 | 86.56 ± 2.29 | ⚪ -1.89 (2/5) |
+| `ssl_lpft+es50p30` | 100% | 15 | 76 | **72.87 ± 1.60** | 83.49 ± 4.83 | 62.24 ± 2.13 | 83.82 ± 0.88 | 87.26 ± 2.55 | 🔴 -2.52 (0/5) |
+| `sl-dk30+es50p30` | 5% | 15 | 78 | **71.09 ± 2.86** | 82.62 ± 4.57 | 59.56 ± 3.13 | 82.50 ± 1.94 | 86.30 ± 2.83 | 🟢 +11.61 (5/5) |
+| `sl-dk30+es50p30` | 10% | 15 | 69 | **73.72 ± 2.05** | 84.45 ± 4.24 | 62.98 ± 1.67 | 84.38 ± 1.25 | 87.85 ± 2.47 | 🟢 +10.19 (5/5) |

vicoffee/vc11_utae_cloudmask/summary/report_years.md

@@ -0,0 +1,16 @@
+| Chế độ | Nhãn | Run | mIoU 2023 | mIoU 2024 | mIoU 2025 | cà phê TP / FN / FP / TN (% pixel) |
+|---|---|---|---|---|---|---|
+| `sl+es50p30` | 5% | 15 | 56.6 | 58.4 | 56.4 | 57.9 / 14.2 / 8.0 / 19.9 |
+| `sl+es50p30` | 10% | 15 | 62.6 | 61.6 | 61.5 | 61.3 / 10.8 / 8.2 / 19.7 |
+| `sl+es50p30` | 50% | 15 | 72.9 | 72.5 | 72.3 | 65.3 / 6.8 / 5.9 / 22.0 |
+| `sl+es50p30` | 100% | 15 | 74.4 | 74.4 | 75.4 | 66.7 / 5.4 / 5.9 / 22.0 |
+| `ssl_lp+es50p30` | 5% | 15 | 65.4 | 65.3 | 65.4 | 64.9 / 7.2 / 9.3 / 18.6 |
+| `ssl_lp+es50p30` | 10% | 15 | 67.2 | 66.7 | 67.4 | 65.0 / 7.1 / 8.4 / 19.5 |
+| `ssl_lp+es50p30` | 50% | 15 | 68.5 | 68.3 | 68.5 | 65.5 / 6.6 / 8.1 / 19.8 |
+| `ssl_lp+es50p30` | 100% | 15 | 68.9 | 69.0 | 69.0 | 65.5 / 6.6 / 7.8 / 20.1 |
+| `ssl_lpft+es50p30` | 5% | 15 | 65.4 | 65.2 | 65.4 | 65.0 / 7.2 / 9.3 / 18.6 |
+| `ssl_lpft+es50p30` | 10% | 15 | 67.3 | 66.8 | 67.4 | 65.0 / 7.1 / 8.4 / 19.5 |
+| `ssl_lpft+es50p30` | 50% | 15 | 71.1 | 71.1 | 71.1 | 66.0 / 6.1 / 7.3 / 20.6 |
+| `ssl_lpft+es50p30` | 100% | 15 | 72.0 | 72.7 | 72.7 | 66.2 / 5.9 / 6.7 / 21.2 |
+| `sl-dk30+es50p30` | 5% | 15 | 70.6 | 70.7 | 70.4 | 66.2 / 5.9 / 7.7 / 20.1 |
+| `sl-dk30+es50p30` | 10% | 15 | 72.6 | 74.1 | 73.1 | 67.2 / 4.9 / 7.2 / 20.7 |