Object Detection
ultralytics
Russian
yolov8
drone-detection
anti-uav
small-object-detection
Eval Results (legacy)
Instructions to use ReNothingg/drone-studio with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- ultralytics
How to use ReNothingg/drone-studio with ultralytics:
from huggingface_hub import hf_hub_download from ultralytics import YOLO # pick the weights file from this repo's "Files and versions" tab weights = hf_hub_download("ReNothingg/drone-studio", "<weights>.pt") model = YOLO(weights) source = 'http://images.cocodataset.org/val2017/000000039769.jpg' model.predict(source=source, save=True) - Notebooks
- Google Colab
- Kaggle
File size: 1,475 Bytes
85bf5d8 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 | {
"primary_confidence": 0.31,
"primary_verifier_floor": 0.001,
"primary_support": 0.2,
"support_confidence": 0.2,
"recovery_confidence": 0.31,
"recovery_verifier_floor": 0.5,
"voting": 0.5,
"validated": true,
"purpose": "independent observation; no actuator interface",
"weights": "primary.pt",
"student_weights": "student.pt",
"verifier_weights": "verifier.ts",
"tracking_confidence": 0.31,
"sha256": "afd0d805f1caa7321c3e8bef29cce819f9cf4f9f42ac3196672ac14bc3ee5195",
"component_sha256": {
"primary.pt": "afd0d805f1caa7321c3e8bef29cce819f9cf4f9f42ac3196672ac14bc3ee5195",
"student.pt": "173bc8790f483ff2c9f7d50263842aa98613ce1a584686ac0ae9e2db9b9158ab",
"verifier.ts": "a3f973f6525d6f01f17b20153e2cd5c0038d68886e0660dd976783be6740ffd2",
"verifier.json": "f306af914f5a9680416b5d3f31ff124d208a0ede16a9e6df455d67549e6a0599",
"primary.json": "17146a594452e4cf1207e2dfff3b4a9a983f018f9291a72de6fc57448c443bb1"
},
"selection_split": "val",
"validation_file": "runs/eval/observation_v7/consensus_val.json",
"test_file": "runs/eval/observation_v7/release_test.summary.json",
"test_gate_passed": false,
"promotion_eligible": false,
"validation_scope": "Val-selected observation profile; held-out test has small per-source recall regressions documented in the report",
"source_student": "runs/observation/train/observation_v7_stage2/weights/best.pt",
"source_verifier": "runs/observation/verifier_v7/verifier.ts"
}
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