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Object Detection 벤치마크

Object Detection on NAO

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mAP

10 11.3 12.6 13.9 15.2 2021-11 2026-09 Mask RCNN R50 — 15.2 (2021-11-07) EfficientDet-D4 — 15.0 (2021-11-07) EfficientDet-D7 — 13.6 (2021-11-07) Faster RCNN — 13.5 (2021-11-07) EfficientDet-D2 — 12.8 (2021-11-07) RetinaNet-R50 — 11.1 (2021-11-07) YOLOv3 — 10.0 (2021-11-07) Mask RCNN R50 — 15.2 (2021-11-07) EfficientDet-D4 — 15.0 (2021-11-07) EfficientDet-D7 — 13.6 (2021-11-07) Faster RCNN — 13.5 (2021-11-07) EfficientDet-D2 — 12.8 (2021-11-07) RetinaNet-R50 — 11.1 (2021-11-07) YOLOv3 — 10.0 (2021-11-07) Mask RCNN R50 — 15.2 (2021-11-07) EfficientDet-D4 — 15.0 (2021-11-07) EfficientDet-D7 — 13.6 (2021-11-07) Faster RCNN — 13.5 (2021-11-07) EfficientDet-D2 — 12.8 (2021-11-07) RetinaNet-R50 — 11.1 (2021-11-07) YOLOv3 — 10.0 (2021-11-07) Mask RCNN R50 — 15.2 (2021-11-07) EfficientDet-D4 — 15.0 (2021-11-07) EfficientDet-D7 — 13.6 (2021-11-07) Faster RCNN — 13.5 (2021-11-07) EfficientDet-D2 — 12.8 (2021-11-07) RetinaNet-R50 — 11.1 (2021-11-07) YOLOv3 — 10.0 (2021-11-07) Mask RCNN R50 — 15.2 (2021-11-07) EfficientDet-D4 — 15.0 (2021-11-07) EfficientDet-D7 — 13.6 (2021-11-07) Faster RCNN — 13.5 (2021-11-07) EfficientDet-D2 — 12.8 (2021-11-07) RetinaNet-R50 — 11.1 (2021-11-07) YOLOv3 — 10.0 (2021-11-07) Mask RCNN R50 — 15.2 (2021-11-07)
RankModel mAPmAP w/o OODmAR PaperCodeYear
21 YOLOv3 10.017.528.4 Natural Adversarial Objects 2021
22 Mask RCNN R50 15.224.643.8 Natural Adversarial Objects 2021
23 EfficientDet-D4 15.029.642.7 Natural Adversarial Objects 2021
24 EfficientDet-D7 13.626.640.8 Natural Adversarial Objects 2021
25 Faster RCNN 13.522.841.4 Natural Adversarial Objects 2021
26 EfficientDet-D2 12.825.440.2 Natural Adversarial Objects 2021
27 RetinaNet-R50 11.119.537.2 Natural Adversarial Objects 2021
28 YOLOv3 10.017.528.4 Natural Adversarial Objects 2021
29 Mask RCNN R50 15.224.643.8 Natural Adversarial Objects 2021
30 EfficientDet-D4 15.029.642.7 Natural Adversarial Objects 2021
31 EfficientDet-D7 13.626.640.8 Natural Adversarial Objects 2021
32 Faster RCNN 13.522.841.4 Natural Adversarial Objects 2021
33 EfficientDet-D2 12.825.440.2 Natural Adversarial Objects 2021
34 RetinaNet-R50 11.119.537.2 Natural Adversarial Objects 2021
35 YOLOv3 10.017.528.4 Natural Adversarial Objects 2021
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