Dichotomous Image Segmentation on DIS-TE4

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max F-Measure

Rank	Model	max F-Measure	weighted F-measure	MAE	S-Measure	E-measure	HCE	Paper	Code	Year
1	MVANet	0.912	0.857	0.041	0.903	0.944	2331	Multi-view Aggregation Network for Dichotomous Image Segmentation	qianyu-dlut/mvanet	2024
2	PDFNet	0.911	0.867	0.037	0.910	0.941	–	Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior	tennine2077/pdfnet	2025
3	InSPyReNet (HR scale)	0.905	0.848	0.042	0.905	0.926	2336	Revisiting Image Pyramid Structure for High Resolution Salient Object Detection	plemeri/transparent-background · plemeri/inspyrenet · john-mnz/ComfyUI-Inspyrenet-Rembg	2022
4	BiRefNet	0.900	0.861	0.040	0.898	0.937	2746	Bilateral Reference for High-Resolution Dichotomous Image Segmentation	zhengpeng7/birefnet	2024
5	InSPyReNet	0.892	0.840	0.046	0.891	0.926	2243	Revisiting Image Pyramid Structure for High Resolution Salient Object Detection	plemeri/transparent-background · plemeri/inspyrenet · john-mnz/ComfyUI-Inspyrenet-Rembg	2022
6	IS-Net	0.827	0.753	0.072	0.83	0.87	2888	Highly Accurate Dichotomous Image Segmentation	xuebinqin/DIS	2022
7	U2Net	0.795	0.705	0.087	0.807	0.847	3653	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
8	HySM	0.782	0.693	0.091	0.802	0.842	3331	HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation	YuvalNirkin/hyperseg	2020
9	BASNet	0.780	0.693	0.091	0.794	0.848	3601	BASNet: Boundary-Aware Salient Object Detection	NathanUA/BASNet · chouxianyu/Boundary-Aware-PoolNet · hamidriasat/BASNet	2019
10	HRNet	0.772	0.687	0.092	0.792	0.854	3864	Deep High-Resolution Representation Learning for Visual Recognition	open-mmlab/mmdetection · PaddlePaddle/PaddleDetection · open-mmlab/mmsegmentation · +39	2019
11	UNet	0.759	0.659	0.102	–	0.821	3218	U-Net: Convolutional Networks for Biomedical Image Segmentation	labmlai/annotated_deep_learning_paper_implementations · milesial/Pytorch-UNet · open-mmlab/mmsegmentation · +484	2015
12	ICNet	0.749	0.663	0.099	0.776	0.837	3690	ICNet for Real-Time Semantic Segmentation on High-Resolution Images	osmr/imgclsmob · hszhao/ICNet · hellochick/ICNet-tensorflow · +15	2017
13	MBV3	0.736	0.664	0.098	0.770	0.848	3817	Searching for MobileNetV3	tensorflow/models · tensorflow/models · PaddlePaddle/PaddleOCR · +64	2019
14	STDC	0.731	0.652	0.102	0.762	0.841	3819	Rethinking BiSeNet For Real-time Semantic Segmentation	PaddlePaddle/PaddleSeg · Deci-AI/super-gradients · MichaelFan01/STDC-Seg · +3	2021
14	PFNet	0.731	0.647	0.107	0.763	0.838	3803	Camouflaged Object Segmentation with Distraction Mining	Mhaiyang/CVPR2021_PFNet	2021
16	GateNet	0.729	0.625	0.109	0.743	0.803	3654	Suppress and Balance: A Simple Gated Network for Salient Object Detection	Xiaoqi-Zhao-DLUT/GateNet-RGB-Saliency · xiaoqi-zhao-dlut/msnet · xiaoqi-zhao-dlut/multi-source-aps-zvos	2020
17	PSPNet	0.725	0.630	0.107	0.758	0.815	3806	Pyramid Scene Parsing Network	tensorflow/models · tensorflow/models · open-mmlab/mmsegmentation · +64	2016
18	F3Net	0.721	0.633	0.107	0.752	0.825	3760	F3Net: Fusion, Feedback and Focus for Salient Object Detection	weijun88/F3Net · PanoAsh/ASOD60K · PanoAsh/SHD360 · +1	2019
19	DeeplabV3+	0.715	0.621	0.111	0.744	0.820	3709	Rethinking Atrous Convolution for Semantic Image Segmentation	tensorflow/models · tensorflow/models · pytorch/vision · +74	2017
20	BSV1	0.710	0.598	0.114	0.755	0.788	3999	BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation	PaddlePaddle/PaddleSeg · osmr/imgclsmob · CoinCheung/BiSeNet · +18	2018