2D Object Detection on VisDrone-DET2019

Metric: AP50 (higher is better)

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#	Model↕	AP50▼	Augmentations	Paper	Date↕	Code
1	CZ Det.	58.3	No	Cascaded Zoom-in Detector for High Resolution Ae...	2023-03-15	Code
2	LEGNet-S	55	No	LEGNet: Lightweight Edge-Gaussian Driven Network...	2025-03-18	Code
3	DetectoRS w/ RFLA	45.3	No	RFLA: Gaussian Receptive Field based Label Assig...	2022-08-18	Code
4	Cascade R-CNN + NWD	40.3	No	A Normalized Gaussian Wasserstein Distance for T...	2021-10-26	Code
5	DCFL	32.1	No	Dynamic Coarse-to-Fine Learning for Oriented Tin...	2023-04-18	Code

#1CZ Det.SOTA
58.3
AP50· 2023-03-15
Cascaded Zoom-in Detector for High Resolution Aerial Images Code
#2LEGNet-S
55
AP50· 2025-03-18
LEGNet: Lightweight Edge-Gaussian Driven Network for Low-Quality Remote Sensing Image Object Detection Code
#3DetectoRS w/ RFLASOTA
45.3
AP50· 2022-08-18
RFLA: Gaussian Receptive Field based Label Assignment for Tiny Object Detection Code
#4Cascade R-CNN + NWDSOTA
40.3
AP50· 2021-10-26
A Normalized Gaussian Wasserstein Distance for Tiny Object Detection Code
#5DCFL
32.1
AP50· 2023-04-18
Dynamic Coarse-to-Fine Learning for Oriented Tiny Object Detection Code