2D Object Detection 벤치마크
2D Object Detection on CeyMo
mAP
- 2020-11-25 — Sparse R-CNN: mAP 47.3
- 2021-07-18 — YOLOX: mAP 57.7
- 2021-08-17 — TOOD: mAP 65.6
- 2022-07-06 — YOLOv7: mAP 69.5
- 2023-04-12 — TransMind: mAP 70.7
| Rank | Model | mAP | Paper | Code | Year |
|---|---|---|---|---|---|
| 1 | TransMind | 70.7 | Open-TransMind: A New Baseline and Benchmark for 1st Foundation Model Challenge of Intelligent Transportation | Traffic-X/Open-TransMind | 2023 |
| 2 | YOLOv7 | 69.5 | YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors | pjreddie/darknet · AlexeyAB/darknet · wongkinyiu/yolov7 · +18 | 2022 |
| 3 | TOOD | 65.6 | TOOD: Task-aligned One-stage Object Detection | open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · fcjian/TOOD · +3 | 2021 |
| 4 | YOLOX | 57.7 | YOLOX: Exceeding YOLO Series in 2021 | open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · Megvii-BaseDetection/YOLOX · +39 | 2021 |
| 5 | Sparse R-CNN | 47.3 | Sparse R-CNN: End-to-End Object Detection with Learnable Proposals | open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · PeizeSun/SparseR-CNN · +3 | 2020 |