3D on DIS-TE4

Metric: MAE (lower is better)

LeaderboardDataset

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Results

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#	Model↕	MAE▲	Augmentations	Paper	Date↕	Code
1	PDFNet	0.037	No	Patch-Depth Fusion: Dichotomous Image Segmentati...	2025-03-08	Code
2	BiRefNet	0.04	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
3	MVANet	0.041	No	Multi-view Aggregation Network for Dichotomous I...	2024-04-11	Code
4	InSPyReNet (HR scale)	0.042	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
5	InSPyReNet	0.046	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
6	IS-Net	0.072	No	Highly Accurate Dichotomous Image Segmentation	2022-03-06	Code
7	U2Net	0.087	No	U$^2$-Net: Going Deeper with Nested U-Structure ...	2020-05-18	Code
8	HySM	0.091	No	HyperSeg: Patch-wise Hypernetwork for Real-time ...	2020-12-21	Code
9	BASNet	0.091	No	-	-	Code
10	HRNet	0.092	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
11	MBV3	0.098	No	Searching for MobileNetV3	2019-05-06	Code
12	ICNet	0.099	No	ICNet for Real-Time Semantic Segmentation on Hig...	2017-04-27	Code
13	UNet	0.102	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
14	STDC	0.102	No	Rethinking BiSeNet For Real-time Semantic Segmen...	2021-04-27	Code
15	PFNet	0.107	No	Camouflaged Object Segmentation with Distraction...	2021-04-21	Code
16	PSPNet	0.107	No	Pyramid Scene Parsing Network	2016-12-04	Code
17	F3Net	0.107	No	F3Net: Fusion, Feedback and Focus for Salient Ob...	2019-11-26	Code
18	GateNet	0.109	No	Suppress and Balance: A Simple Gated Network for...	2020-07-16	Code
19	DeeplabV3+	0.111	No	Rethinking Atrous Convolution for Semantic Image...	2017-06-17	Code
20	SINetV2	0.113	No	Concealed Object Detection	2021-02-20	Code
21	BSV1	0.114	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
22	GCPANet	0.127	No	Global Context-Aware Progressive Aggregation Net...	2020-03-02	Code

#1PDFNetSOTA
0.037
MAE· 2025-03-08
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior Code
#2BiRefNetSOTA
0.04
MAE· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#3MVANet
0.041
MAE· 2024-04-11
Multi-view Aggregation Network for Dichotomous Image Segmentation Code
#4InSPyReNet (HR scale)SOTA
0.042
MAE· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#5InSPyReNetSOTA
0.046
MAE· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#6IS-NetSOTA
0.072
MAE· 2022-03-06
Highly Accurate Dichotomous Image Segmentation Code
#7U2NetSOTA
0.087
MAE· 2020-05-18
U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection Code
#8HySM
0.091
MAE· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation Code
#9BASNet
0.091
MAE
No paperCode
#10HRNetSOTA
0.092
MAE· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#11MBV3SOTA
0.098
MAE· 2019-05-06
Searching for MobileNetV3 Code
#12ICNetSOTA
0.099
MAE· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Code
#13UNetSOTA
0.102
MAE· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#14STDC
0.102
MAE· 2021-04-27
Rethinking BiSeNet For Real-time Semantic Segmentation Code
#15PFNet
0.107
MAE· 2021-04-21
Camouflaged Object Segmentation with Distraction Mining Code
#16PSPNet
0.107
MAE· 2016-12-04
Pyramid Scene Parsing Network Code
#17F3Net
0.107
MAE· 2019-11-26
F3Net: Fusion, Feedback and Focus for Salient Object Detection Code
#18GateNet
0.109
MAE· 2020-07-16
Suppress and Balance: A Simple Gated Network for Salient Object Detection Code
#19DeeplabV3+
0.111
MAE· 2017-06-17
Rethinking Atrous Convolution for Semantic Image Segmentation Code
#20SINetV2
0.113
MAE· 2021-02-20
Concealed Object Detection Code
#21BSV1
0.114
MAE· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#22GCPANet
0.127
MAE· 2020-03-02
Global Context-Aware Progressive Aggregation Network for Salient Object Detection Code