Object Detection 벤치마크
Object Detection on COCO test-dev
box mAP
- 2016-12-09 — Faster R-CNN + FPN: box mAP 36.2
- 2016-12-20 — Faster R-CNN + TDM: box mAP 36.8
- 2017-03-17 — DeformConv-R-FCN (Aligned-Inception-ResNet): box mAP 37.5
- 2017-03-20 — Mask R-CNN (ResNeXt-101-FPN): box mAP 39.8
- 2017-08-07 — RetinaNet (ResNeXt-101-FPN): box mAP 40.8
- 2017-11-18 — RefineDet512+ (ResNet-101): box mAP 41.8
- 2017-11-22 — D-RFCN + SNIP (DPN-98 with flip, multi-scale): box mAP 45.7
- 2018-03-05 — PANet (ResNeXt-101, multi-scale): box mAP 47.4
- 2019-01-07 — TridentNet (ResNet-101-Deformable, Image Pyramid): box mAP 48.4
- 2019-06-26 — NAS-FPN (AmoebaNet-D, learned aug): box mAP 50.7
- 2019-09-09 — Cascade Mask R-CNN (Triple-ResNeXt152, multi-scale): box mAP 53.3
- 2020-06-03 — DetectoRS (ResNeXt-101-64x4d, multi-scale): box mAP 55.7
- 2020-11-16 — YOLOv4-P7 with TTA: box mAP 55.8
- 2020-12-13 — Cascade Eff-B7 NAS-FPN (1280, self-training Copy Paste, single-scale): box mAP 57.3
- 2021-03-25 — Swin-L (HTC++, multi scale): box mAP 58.7
- 2021-06-15 — DyHead (Swin-L, multi scale, self-training): box mAP 60.6
- 2021-06-16 — Soft Teacher + Swin-L (HTC++, multi-scale): box mAP 61.3
- 2021-11-18 — SwinV2-G (HTC++): box mAP 63.1
- 2022-03-07 — DINO (Swin-L,multi-scale, TTA): box mAP 63.3
- 2022-03-22 — FocalNet-H (DINO): box mAP 64.4
- 2022-11-07 — Group DETR v2: box mAP 64.5
- 2022-11-10 — InternImage-H (M3I Pre-training): box mAP 65.5
- 2022-11-22 — Co-DETR: box mAP 66.0