ML Research Wiki / Benchmarks / Object Detection / AI-TOD

AI-TOD

Object Detection Benchmark

Performance Over Time

📊 Showing 6 results | 📏 Metric: AP

Top Performing Models

Rank Model Paper AP Date Code
1 YOLOv5+Inner-IoU Inner-IoU: More Effective Intersection over Union Loss with Auxiliary Bounding Box 43.77 2023-11-06 📦 malagoutou/Inner-IoU
2 DNTR A DeNoising FPN With Transformer R-CNN for Tiny Object Detection 26.20 2024-06-09 📦 hoiliu-0801/dq-detr 📦 hoiliu-0801/dntr
3 DetectoRS w/ RFLA RFLA: Gaussian Receptive Field based Label Assignment for Tiny Object Detection 24.80 2022-08-18 📦 chasel-tsui/mmdet-rfla
4 DetectoRS + NWD (ResNet-50-FPN) A Normalized Gaussian Wasserstein Distance for Tiny Object Detection 20.80 2021-10-26 📦 jwwangchn/NWD 📦 bhyun-kim/NWD 📦 pierlj/pycocosiou
5 DetectoRS (ResNet-50-FPN) DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution 14.80 2020-06-03 📦 open-mmlab/mmdetection 📦 joe-siyuan-qiao/DetectoRS 📦 FenHua/Robust_Logo_Detection
6 Cascade R-CNN (ResNet-50-FPN) Cascade R-CNN: Delving into High Quality Object Detection 13.80 2017-12-03 📦 open-mmlab/mmdetection 📦 PaddlePaddle/PaddleDetection 📦 tensorpack/tensorpack

All Papers (6)

malagoutou/Inner-IoU
hoiliu-0801/dq-detr hoiliu-0801/dntr
chasel-tsui/mmdet-rfla
jwwangchn/NWD bhyun-kim/NWD pierlj/pycocosiou
open-mmlab/mmdetection joe-siyuan-qiao/DetectoRS
open-mmlab/mmdetection PaddlePaddle/PaddleDetection