model_zoo.md

Model Zoo 🦒

Pre-trained Checkpoints

🏷️ Note: If you want to try our trained checkpoints below, please make sure to locate latest.pth file to the Test.Checkpoint.checkpoint_dir.

Trained with LR dataset only (DUTS-TR, 384 X 384)

Backbone	Train DB	Config	OneDrive	GDrive
Res2Net50	DUTS-TR	InSPyReNet_Res2Net50	Link	Link
SwinB	DUTS-TR	InSPyReNet_SwinB	Link	Link

Trained with LR+HR dataset (with LR scale 384 X 384)

Backbone	Train DB	Config	OneDrive	GDrive
SwinB	DUTS-TR, HRSOD-TR	InSPyReNet_SwinB_DH_LR	Link	Link
SwinB	HRSOD-TR, UHRSD-TR	InSPyReNet_SwinB_HU_LR	Link	Link
SwinB	DUTS-TR, HRSOD-TR, UHRSD-TR	InSPyReNet_SwinB_DHU_LR	Link	Link

Trained with LR+HR dataset (with HR scale 1024 X 1024)

Backbone	Train DB	Config	OneDrive	GDrive
SwinB	DUTS-TR, HRSOD-TR	InSPyReNet_SwinB_DH	Link	Link
SwinB	HRSOD-TR, UHRSD-TR	InSPyReNet_SwinB_HU	Link	Link

Trained with Dichotomous Image Segmentation dataset (DIS5K-TR) with LR (384 X 384) and HR (1024 X 1024) scale

Backbone	Train DB	Config	OneDrive	GDrive
SwinB	DIS5K-TR	InSPyReNet_SwinB_DIS5K_LR	Link	Link
SwinB	DIS5K-TR	InSPyReNet_SwinB_DIS5K	Link	Link

Trained with Massive SOD Datasets (with LR (384 X 384) and HR (1024 X 1024), Not in the paper, for real-world scenarios)

Backbone	Train DB	Config	OneDrive	GDrive
SwinB	DUTS-TR, HRSOD-TR, UHRSD-TR, DIS-TR, DUTS-TE, DUT-OMRON, ECSSD,HKU-IS, PASCAL-S, DAVIS-S, HRSOD-TE,UHRSD-TE, FSS-1000, MSRA-10K, DIS-VD, DIS-TE1, DIS-TE2, DIS-TE3, DIS-TE4	Plus_Ultra_LR	Link	Link
SwinB	DUTS-TR, HRSOD-TR, UHRSD-TR, DIS-TR, DUTS-TE, DUT-OMRON, ECSSD,HKU-IS, PASCAL-S, DAVIS-S, HRSOD-TE,UHRSD-TE, FSS-1000, MSRA-10K, DIS-VD, DIS-TE1, DIS-TE2, DIS-TE3, DIS-TE4	Plus_Ultra	Link	Link

• We used above checkpoints for transparent-background which is a cool background removing command-line tool / python API!

Pre-Computed Saliency Maps

Salient Object Detection benchmarks

Config	DUTS-TE	DUT-OMRON	ECSSD	HKU-IS	PASCAL-S	DAVIS-S	HRSOD-TE	UHRSD-TE
InSPyReNet_Res2Net50	Link	Link	Link	Link	Link	N/A	N/A	N/A
InSPyReNet_SwinB	Link	Link	Link	Link	Link	Link	Link	Link
InSPyReNet_SwinB_DH_LR	Link	Link	Link	Link	Link	Link	Link	Link
InSPyReNet_SwinB_HU_LR	Link	Link	Link	Link	Link	Link	Link	Link
InSPyReNet_SwinB_DHU_LR	Link	Link	Link	Link	Link	Link	Link	Link
InSPyReNet_SwinB_DH	Link	Link	Link	Link	Link	Link	Link	Link
InSPyReNet_SwinB_HU	Link	Link	Link	Link	Link	Link	Link	Link

DIS5K Results

Config	DIS-VD	DIS-TE1	DIS-TE2	DIS-TE3	DIS-TE4
InSPyReNet_SwinB_DIS5K_LR	Link	Link	Link	Link	Link
InSPyReNet_SwinB_DIS5K	Link	Link	Link	Link	Link