2D Classification on AI-TOD

Metric: APm (higher is better)

LeaderboardDataset

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#	Model↕	APm▼	Augmentations	Paper	Date↕	Code
1	DetectoRS + NWD (ResNet-50-FPN)	38.3	No	A Normalized Gaussian Wasserstein Distance for T...	2021-10-26	Code
2	DetectoRS w/ RFLA	38.2	No	RFLA: Gaussian Receptive Field based Label Assig...	2022-08-18	Code
3	DNTR	37	No	A DeNoising FPN With Transformer R-CNN for Tiny ...	2024-06-09	Code
4	DetectoRS (ResNet-50-FPN)	28	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
5	Cascade R-CNN (ResNet-50-FPN)	26.6	No	Cascade R-CNN: Delving into High Quality Object ...	2017-12-03	Code
6	M-CenterNet (DLA-34)	20.4	No	-	-	Code

#1DetectoRS + NWD (ResNet-50-FPN)SOTA
38.3
APm· 2021-10-26
A Normalized Gaussian Wasserstein Distance for Tiny Object Detection Code
#2DetectoRS w/ RFLA
38.2
APm· 2022-08-18
RFLA: Gaussian Receptive Field based Label Assignment for Tiny Object Detection Code
#3DNTR
37
APm· 2024-06-09
A DeNoising FPN With Transformer R-CNN for Tiny Object Detection Code
#4DetectoRS (ResNet-50-FPN)SOTA
28
APm· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#5Cascade R-CNN (ResNet-50-FPN)SOTA
26.6
APm· 2017-12-03
Cascade R-CNN: Delving into High Quality Object Detection Code
#6M-CenterNet (DLA-34)
20.4
APm
No paperCode