2D Object Detection on AI-TOD

Metric: APs (higher is better)

LeaderboardDataset

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#	Model↕	APs▼	Augmentations	Paper	Date↕	Code
1	DNTR	31	No	A DeNoising FPN With Transformer R-CNN for Tiny ...	2024-06-09	Code
2	DetectoRS w/ RFLA	30.3	No	RFLA: Gaussian Receptive Field based Label Assig...	2022-08-18	Code
3	DetectoRS + NWD (ResNet-50-FPN)	29.6	No	A Normalized Gaussian Wasserstein Distance for T...	2021-10-26	Code
4	DetectoRS (ResNet-50-FPN)	28.3	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
5	Cascade R-CNN (ResNet-50-FPN)	25.5	No	Cascade R-CNN: Delving into High Quality Object ...	2017-12-03	Code
6	M-CenterNet (DLA-34)	19.4	No	-	-	Code

#1DNTRSOTA
31
APs· 2024-06-09
A DeNoising FPN With Transformer R-CNN for Tiny Object Detection Code
#2DetectoRS w/ RFLASOTA
30.3
APs· 2022-08-18
RFLA: Gaussian Receptive Field based Label Assignment for Tiny Object Detection Code
#3DetectoRS + NWD (ResNet-50-FPN)SOTA
29.6
APs· 2021-10-26
A Normalized Gaussian Wasserstein Distance for Tiny Object Detection Code
#4DetectoRS (ResNet-50-FPN)SOTA
28.3
APs· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#5Cascade R-CNN (ResNet-50-FPN)SOTA
25.5
APs· 2017-12-03
Cascade R-CNN: Delving into High Quality Object Detection Code
#6M-CenterNet (DLA-34)
19.4
APs
No paperCode