Object Detection on AI-TOD

Metric: APt (higher is better)

LeaderboardDataset

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#	Model↕	APt▼	Extra Data	Paper	Date↕	Code
1	DNTR	26.4	No	A DeNoising FPN With Transformer R-CNN for Tiny ...	2024-06-09	Code
2	DetectoRS w/ RFLA	24.8	No	RFLA: Gaussian Receptive Field based Label Assig...	2022-08-18	Code
3	DetectoRS + NWD (ResNet-50-FPN)	19.7	No	A Normalized Gaussian Wasserstein Distance for T...	2021-10-26	Code
4	M-CenterNet (DLA-34)	15	No	-	-	Code
5	DetectoRS (ResNet-50-FPN)	10.8	No	DetectoRS: Detecting Objects with Recursive Feat...	2020-06-03	Code
6	Cascade R-CNN (ResNet-50-FPN)	10.6	No	Cascade R-CNN: Delving into High Quality Object ...	2017-12-03	Code

#1DNTRSOTA
26.4
APt· 2024-06-09
A DeNoising FPN With Transformer R-CNN for Tiny Object Detection Code
#2DetectoRS w/ RFLASOTA
24.8
APt· 2022-08-18
RFLA: Gaussian Receptive Field based Label Assignment for Tiny Object Detection Code
#3DetectoRS + NWD (ResNet-50-FPN)SOTA
19.7
APt· 2021-10-26
A Normalized Gaussian Wasserstein Distance for Tiny Object Detection Code
#4M-CenterNet (DLA-34)
15
APt
No paperCode
#5DetectoRS (ResNet-50-FPN)SOTA
10.8
APt· 2020-06-03
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous Convolution Code
#6Cascade R-CNN (ResNet-50-FPN)SOTA
10.6
APt· 2017-12-03
Cascade R-CNN: Delving into High Quality Object Detection Code