Dichotomous Image Segmentation on DIS-VD

144개 결과 · ⬇ CSV · JSON

max F-Measure

Rank	Model	max F-Measure	weighted F-measure	MAE	S-Measure	E-measure	HCE	Extra Training Data	Paper	Code	Year
21	SINetV2	0.665	0.584	0.110	0.727	0.798	1568		Concealed Object Detection	GewelsJI/SINet-V2	2021
22	BSV1	0.662	0.548	0.116	0.728	0.767	1660		BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation	PaddlePaddle/PaddleSeg · osmr/imgclsmob · CoinCheung/BiSeNet · +18	2018
23	DeeplabV3+	0.660	0.568	0.114	0.716	0.796	1520		Rethinking Atrous Convolution for Semantic Image Segmentation	tensorflow/models · tensorflow/models · pytorch/vision · +74	2017
24	GCPANet	0.648	0.542	0.118	0.718	0.765	1555		Global Context-Aware Progressive Aggregation Network for Salient Object Detection	JosephChenHub/GCPANet · anish9/GCPAnet-tensorflow2.2	2020
25	BEN_Base	0.923	0.871	0.031	0.916	0.935	–	✓	BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation	PramaLLC/BEN	2025
26	BEN_Base+Refiner	0.919	0.896	0.027	0.917	0.958	–	✓	BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation	PramaLLC/BEN	2025
27	PDFNet	0.913	0.873	0.030	0.916	0.944	–		Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior	tennine2077/pdfnet	2025
28	MVANet	0.904	0.863	0.034	0.905	0.941	893		Multi-view Aggregation Network for Dichotomous Image Segmentation	qianyu-dlut/mvanet	2024
29	BiRefNet	0.889	0.853	0.038	0.898	0.928	1006		Bilateral Reference for High-Resolution Dichotomous Image Segmentation	zhengpeng7/birefnet	2024
29	InSPyReNet (HR scale)	0.889	–	–	0.900	–	904		Revisiting Image Pyramid Structure for High Resolution Salient Object Detection	plemeri/transparent-background · plemeri/inspyrenet · john-mnz/ComfyUI-Inspyrenet-Rembg	2022
31	InSPyReNet	0.876	0.826	0.043	0.887	0.921	905		Revisiting Image Pyramid Structure for High Resolution Salient Object Detection	plemeri/transparent-background · plemeri/inspyrenet · john-mnz/ComfyUI-Inspyrenet-Rembg	2022
32	IS-Net	0.791	0.717	0.074	0.813	0.856	1116		Highly Accurate Dichotomous Image Segmentation	xuebinqin/DIS	2022
33	U2Net	0.748	0.656	0.090	0.781	0.823	1413		U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection	xuebinqin/U-2-Net · NathanUA/U-2-Net · PaddlePaddle/PaddleSeg · +26	2020
34	HySM	0.734	0.640	0.096	0.773	0.814	1324		HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation	YuvalNirkin/hyperseg	2020
35	BASNet	0.731	0.641	0.094	0.768	0.816	1402		BASNet: Boundary-Aware Salient Object Detection	NathanUA/BASNet · chouxianyu/Boundary-Aware-PoolNet · hamidriasat/BASNet	2019
36	HRNet	0.726	0.641	0.095	0.767	0.824	1560		Deep High-Resolution Representation Learning for Visual Recognition	open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmsegmentation · +39	2019
37	MBV3	0.714	0.642	0.092	0.758	0.841	1625		Searching for MobileNetV3	tensorflow/models · tensorflow/models · PaddlePaddle/PaddleOCR · +64	2019
38	ICNet	0.697	0.609	0.102	0.747	0.811	1503		ICNet for Real-Time Semantic Segmentation on High-Resolution Images	osmr/imgclsmob · hszhao/ICNet · hellochick/ICNet-tensorflow · +15	2017
39	STDC	0.696	0.613	0.103	0.740	0.817	1598		Rethinking BiSeNet For Real-time Semantic Segmentation	PaddlePaddle/PaddleSeg · Deci-AI/super-gradients · MichaelFan01/STDC-Seg · +3	2021
40	UNet	0.692	0.586	0.113	0.745	0.785	1337		U-Net: Convolutional Networks for Biomedical Image Segmentation	labmlai/annotated_deep_learning_paper_implementations · milesial/Pytorch-UNet · open-mmlab/mmsegmentation · +484	2015