Model results

Roboflow Model Leaderboard

Choose a shared evaluation protocol to compare model scores. Versions, sources and configurations stay separate.

Atlas snapshot captured 10/19/2026, 10:20:28 AM UTC. This is an import timestamp, not the evaluation date. Coverage may be incomplete.

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Roboflow Model Leaderboard · mAP at IoU 0.50:0.95, small objects

Source: Roboflow Model Leaderboard (reviewed publisher results)
Version: COCO 2017 (publisher version unspecified)
Measurement date: 2025-07-21
Metric: fraction · Higher is better
Evaluation scope: COCO 2017 object detection; small objects; publisher-reported mAP at evaluation IoU 0.50:0.95; source fractions on 0–1 scale; inference parameters {"conf":0,"imgsz":640,"iou":0.7,"max_det":100,"verbose":false}; linked evaluator loads val2017/instances_val2017, but live table does not identify its split or dataset digest; declared model variants, not verified execution checkpoint hashes; executed dependency versions, hardware, precision, run count and uncertainty not supplied; publisher run-record date, not release date; size boundaries and exact aggregation implementation unverified

Exact score ties share a position. Positions do not establish statistical significance. Missing metadata is shown as unreported; matching imported metadata is not independent verification of the protocol.

#1YOLOv13x
imoonlab/yolov13x
0.3725171355489539 fraction
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#2YOLO11x
ultralytics/yolo11x
0.3702458656196838 fraction
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#3YOLOv8x
ultralytics/yolov8x
0.34562496415250477 fraction
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#4YOLOv13l
imoonlab/yolov13l
0.3454098139255487 fraction
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#5YOLOv8l
ultralytics/yolov8l
0.344888580854829 fraction
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#6YOLO11l
ultralytics/yolo11l
0.3423149415353052 fraction
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#7YOLO11m
ultralytics/yolo11m
0.3248705935749641 fraction
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#8YOLOv8m
ultralytics/yolov8m
0.30893423389855357 fraction
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#9YOLO11s
ultralytics/yolo11s
0.2762781191626044 fraction
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#10YOLOv13s
imoonlab/yolov13s
0.2672594562141736 fraction
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#11YOLOv8s
ultralytics/yolov8s
0.2520105543003198 fraction
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#12YOLOv13n
imoonlab/yolov13n
0.1940290692985786 fraction
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#13YOLO11n
ultralytics/yolo11n
0.1890357419554946 fraction
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#14YOLOv8n
ultralytics/yolov8n
0.1743941957286353 fraction
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