| object-detection-on-manga109-s-15test | YOLOX-L | #1 | COCO-style AP: 70.2 |
| object-detection-on-manga109-s-15test | UniverseNet-20.08 | #2 | COCO-style AP: 69.9 |
| object-detection-on-manga109-s-15test | UniverseNet | #3 | COCO-style AP: 68.9 |
| object-detection-on-manga109-s-15test | ATSS+DyHead | #4 | COCO-style AP: 67.9 |
| object-detection-on-manga109-s-15test | Cascade R-CNN | #5 | COCO-style AP: 67.6 |
| object-detection-on-manga109-s-15test | ATSS (ConvNeXt-T) | #6 | COCO-style AP: 67.4 |
| object-detection-on-manga109-s-15test | GFL | #7 | COCO-style AP: 67.3 |
| object-detection-on-manga109-s-15test | ATSS+SEPC | #8 | COCO-style AP: 67.1 |
| object-detection-on-manga109-s-15test | ATSS | #9 | COCO-style AP: 66.5 |
| object-detection-on-manga109-s-15test | ATSS (Swin-T) | #10 | COCO-style AP: 66.2 |
| object-detection-on-manga109-s-15test | Faster R-CNN | #11 | COCO-style AP: 65.8 |
| object-detection-on-manga109-s-15test | RetinaNet | #12 | COCO-style AP: 65.3 |
| object-detection-on-manga109-s-15test | Deformable DETR | #13 | COCO-style AP: 64.1 |
| object-detection-on-manga109-s-15test | Sparse R-CNN | #14 | COCO-style AP: 63.1 |
| object-detection-on-manga109-s-15test | DETR | #15 | COCO-style AP: 31.2 |
| object-detection-on-usb-standard-usb-1-0-protocol | UniverseNet-20.08 | #1 | mCAP: 52.1 |
| object-detection-on-usb-standard-usb-1-0-protocol | UniverseNet | #2 | mCAP: 51.4 |
| object-detection-on-usb-standard-usb-1-0-protocol | ATSS (ConvNeXt-T) | #3 | mCAP: 50.4 |
| object-detection-on-usb-standard-usb-1-0-protocol | YOLOX-L | #4 | mCAP: 49.6 |
| object-detection-on-usb-standard-usb-1-0-protocol | ATSS+DyHead | #5 | mCAP: 49.4 |
| object-detection-on-usb-standard-usb-1-0-protocol | ATSS (Swin-T) | #6 | mCAP: 49.0 |
| object-detection-on-usb-standard-usb-1-0-protocol | Cascade R-CNN | #7 | mCAP: 48.1 |
| object-detection-on-usb-standard-usb-1-0-protocol | GFL | #8 | mCAP: 47.7 |
| object-detection-on-usb-standard-usb-1-0-protocol | ATSS | #9 | mCAP: 47.1 |
| object-detection-on-usb-standard-usb-1-0-protocol | Faster R-CNN | #10 | mCAP: 45.9 |
| object-detection-on-usb-standard-usb-1-0-protocol | RetinaNet | #11 | mCAP: 44.8 |
| object-detection-on-usb-standard-usb-1-0-protocol | Sparse R-CNN | #12 | mCAP: 44.6 |
| object-detection-on-usb-standard-usb-1-0-protocol | DETR | #13 | mCAP: 23.7 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | YOLOX-L | #1 | COCO-style AP: 41.6 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | UniverseNet-20.08 | #2 | COCO-style AP: 39.0 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | UniverseNet | #3 | COCO-style AP: 38.6 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | ATSS (ConvNeXt-T) | #4 | COCO-style AP: 38.3 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | ATSS (Swin-T) | #5 | COCO-style AP: 37.2 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | ATSS+DyHead | #6 | COCO-style AP: 37.1 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | Cascade R-CNN | #7 | COCO-style AP: 36.4 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | GFL | #8 | COCO-style AP: 35.7 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | ATSS | #9 | COCO-style AP: 35.4 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | ATSS+SEPC | #10 | COCO-style AP: 35.0 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | Faster R-CNN | #11 | COCO-style AP: 34.5 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | Sparse R-CNN | #12 | COCO-style AP: 32.8 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | Deformable DETR | #13 | COCO-style AP: 32.7 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | RetinaNet | #14 | COCO-style AP: 32.5 |
| object-detection-on-waymo-2d-detection-all-ns-f0val | DETR | #15 | COCO-style AP: 17.8 |
| object-detection-on-coco-o | UniverseNet
(R2-101-DCN) | #28 | Average mAP: 24.8 |
| object-detection-on-coco-o | UniverseNet (R2-101-DCN) | #44 | Effective Robustness: 1.86 |
| object-detection-on-coco-test-dev | UniverseNet-20.08d (Res2Net-101, DCN, multi-scale) | #55 | box mAP: 54.1AP50: 71.6AP75: 59.9APS: 35.8APM: 57.2APL: 67.4 |
| object-detection-on-coco-test-dev | UniverseNet-20.08d (Res2Net-101, DCN, single-scale) | #76 | box mAP: 51.3AP50: 70.0AP75: 55.8APS: 31.7APM: 55.3APL: 64.9 |
| object-detection-on-coco-test-dev | UniverseNet-20.08 (Res2Net-50, DCN, single-scale) | #95 | box mAP: 48.8AP50: 67.5AP75: 53.0APS: 30.1APM: 52.3APL: 61.1 |
| object-detection-on-coco-val2017 | UniverseNet-20.08d (Res2Net-50, DCN) | #251 | box AP: 48.6AP50: 67.1AP75: 52.7APS: 30.1APM: 53.0APL: 63.8 |