Small Object Detection on SOD4SB Private Test

Metric: AP50 (higher is better)

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#	Model↕	AP50▼	Extra Data	Paper	Date↕	Code
1	Weighted Box Fusion (WBF)	30.3	Yes	-	-	-
2	GFL + Test Time Augmentation	23.7	Yes	BandRe: Rethinking Band-Pass Filters for Scale-W...	2023-07-21	Code
3	DL method (YOLOv8 + Ensamble)	22.9	Yes	MVA2023 Small Object Detection Challenge for Spo...	2023-07-18	Code
4	Swin Transformer + Hierarchical design	22.6	Yes	-	-	-
5	E2 method (Normalized Gaussian Wasserstein Distance + Switch Hard Augmentation + Multi scale train + Weight Moving Average + CenterNet + VarifocalNet)	22.1	Yes	MVA2023 Small Object Detection Challenge for Spo...	2023-07-18	Code

#1Weighted Box Fusion (WBF)
30.3
AP50· Extra Data
No paper
#2GFL + Test Time AugmentationSOTA
23.7
AP50· Extra Data· 2023-07-21
BandRe: Rethinking Band-Pass Filters for Scale-Wise Object Detection Evaluation Code
#3DL method (YOLOv8 + Ensamble)SOTA
22.9
AP50· Extra Data· 2023-07-18
MVA2023 Small Object Detection Challenge for Spotting Birds: Dataset, Methods, and Results Code
#4Swin Transformer + Hierarchical design
22.6
AP50· Extra Data
No paper
#5E2 method (Normalized Gaussian Wasserstein Distance + Switch Hard Augmentation + Multi scale train + Weight Moving Average + CenterNet + VarifocalNet)
22.1
AP50· Extra Data· 2023-07-18
MVA2023 Small Object Detection Challenge for Spotting Birds: Dataset, Methods, and Results Code