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, 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; 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
0.5568102187088367 fraction
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#2YOLO11x
ultralytics/yolo11x
0.5461249104477357 fraction
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#3YOLOv13l
imoonlab/yolov13l
0.5254642572562929 fraction
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#4YOLOv8l
ultralytics/yolov8l
0.5177898411747511 fraction
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#5YOLO11l
ultralytics/yolo11l
0.5151607887477518 fraction
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#6YOLOv8x
ultralytics/yolov8x
0.5139160208789064 fraction
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#7YOLO11m
ultralytics/yolo11m
0.5002477355628683 fraction
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#8YOLOv8m
ultralytics/yolov8m
0.4724853441454617 fraction
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#9YOLO11s
ultralytics/yolo11s
0.4410311589046398 fraction
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#10YOLOv13s
imoonlab/yolov13s
0.4283962575560974 fraction
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#11YOLOv8s
ultralytics/yolov8s
0.3971366674198001 fraction
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#12YOLOv13n
imoonlab/yolov13n
0.33100453112419065 fraction
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#13YOLO11n
ultralytics/yolo11n
0.3151598846338626 fraction
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#14YOLOv8n
ultralytics/yolov8n
0.2945420512153727 fraction
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