Dichotomous Image Segmentation On Dis Vd

Metrics

E-measure

MAE

S-Measure

max F-Measure

weighted F-measure

Results

Performance results of various models on this benchmark

Model Name	E-measure	MAE	S-Measure	max F-Measure	weighted F-measure	Paper Title	Repository
BEN_Base	0.935	0.031	0.916	0.923	0.871	BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation
F3Net	0.800	0.107	0.733	0.685	0.595	F3Net: Fusion, Feedback and Focus for Salient Object Detection
InSPyReNet (HR scale)	-	-	0.900	0.889	-	Revisiting Image Pyramid Structure for High Resolution Salient Object Detection
PDFNet	0.944	0.030	0.916	0.913	0.873	Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior
PSPNet	0.802	0.102	0.744	0.691	0.603	Pyramid Scene Parsing Network
MVANet	0.941	0.034	0.905	0.904	0.863	Multi-view Aggregation Network for Dichotomous Image Segmentation
GCPANet	0.765	0.118	0.718	0.648	0.542	Global Context-Aware Progressive Aggregation Network for Salient Object Detection
IS-Net	0.856	0.074	0.813	0.791	0.717	Highly Accurate Dichotomous Image Segmentation
BASNet	0.816	0.094	0.768	0.731	0.641	BASNet: Boundary-Aware Salient Object Detection	-
DeeplabV3+	0.796	0.114	0.716	0.660	0.568	Rethinking Atrous Convolution for Semantic Image Segmentation
SINetV2	0.798	0.110	0.727	0.665	0.584	Concealed Object Detection
BiRefNet	0.928	0.038	0.898	0.889	0.853	Bilateral Reference for High-Resolution Dichotomous Image Segmentation
HySM	0.814	0.096	0.773	0.734	0.640	HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation
UNet	0.785	0.113	0.745	0.692	0.586	U-Net: Convolutional Networks for Biomedical Image Segmentation
BEN_Base+Refiner	0.958	0.027	0.917	0.919	0.896	BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation
ICNet	0.811	0.102	0.747	0.697	0.609	ICNet for Real-Time Semantic Segmentation on High-Resolution Images
HRNet	0.824	0.095	0.767	0.726	0.641	Deep High-Resolution Representation Learning for Visual Recognition
GateNet	0.783	0.110	0.723	0.678	0.574	Suppress and Balance: A Simple Gated Network for Salient Object Detection
STDC	0.817	0.103	0.740	0.696	0.613	Rethinking BiSeNet For Real-time Semantic Segmentation
InSPyReNet	0.921	0.043	0.887	0.876	0.826	Revisiting Image Pyramid Structure for High Resolution Salient Object Detection

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