Object Detection on DIS-VD

Metric: S-Measure (higher is better)

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#	Model↕	S-Measure▼	Extra Data	Paper	Date↕	Code
1	BEN_Base+Refiner	0.917	Yes	BEN: Using Confidence-Guided Matting for Dichoto...	2025-01-08	Code
2	BEN_Base	0.916	Yes	BEN: Using Confidence-Guided Matting for Dichoto...	2025-01-08	Code
3	PDFNet	0.916	No	Patch-Depth Fusion: Dichotomous Image Segmentati...	2025-03-08	Code
4	MVANet	0.905	No	Multi-view Aggregation Network for Dichotomous I...	2024-04-11	Code
5	InSPyReNet (HR scale)	0.9	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
6	BiRefNet	0.898	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
7	InSPyReNet	0.887	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
8	IS-Net	0.813	No	Highly Accurate Dichotomous Image Segmentation	2022-03-06	Code
9	U2Net	0.781	No	U$^2$-Net: Going Deeper with Nested U-Structure ...	2020-05-18	Code
10	HySM	0.773	No	HyperSeg: Patch-wise Hypernetwork for Real-time ...	2020-12-21	Code
11	BASNet	0.768	No	-	-	Code
12	HRNet	0.767	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
13	MBV3	0.758	No	Searching for MobileNetV3	2019-05-06	Code
14	ICNet	0.747	No	ICNet for Real-Time Semantic Segmentation on Hig...	2017-04-27	Code
15	UNet	0.745	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
16	PSPNet	0.744	No	Pyramid Scene Parsing Network	2016-12-04	Code
17	STDC	0.74	No	Rethinking BiSeNet For Real-time Semantic Segmen...	2021-04-27	Code
18	PFNet	0.74	No	Camouflaged Object Segmentation with Distraction...	2021-04-21	Code
19	F3Net	0.733	No	F3Net: Fusion, Feedback and Focus for Salient Ob...	2019-11-26	Code
20	BSV1	0.728	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
21	SINetV2	0.727	No	Concealed Object Detection	2021-02-20	Code
22	GateNet	0.723	No	Suppress and Balance: A Simple Gated Network for...	2020-07-16	Code
23	GCPANet	0.718	No	Global Context-Aware Progressive Aggregation Net...	2020-03-02	Code
24	DeeplabV3+	0.716	No	Rethinking Atrous Convolution for Semantic Image...	2017-06-17	Code

#1BEN_Base+RefinerSOTA
0.917
S-Measure· Extra Data· 2025-01-08
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation Code
#2BEN_Base
0.916
S-Measure· Extra Data· 2025-01-08
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation Code
#3PDFNet
0.916
S-Measure· 2025-03-08
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior Code
#4MVANetSOTA
0.905
S-Measure· 2024-04-11
Multi-view Aggregation Network for Dichotomous Image Segmentation Code
#5InSPyReNet (HR scale)SOTA
0.9
S-Measure· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#6BiRefNet
0.898
S-Measure· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#7InSPyReNet
0.887
S-Measure· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#8IS-NetSOTA
0.813
S-Measure· 2022-03-06
Highly Accurate Dichotomous Image Segmentation Code
#9U2NetSOTA
0.781
S-Measure· 2020-05-18
U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection Code
#10HySM
0.773
S-Measure· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation Code
#11BASNet
0.768
S-Measure
No paperCode
#12HRNetSOTA
0.767
S-Measure· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#13MBV3SOTA
0.758
S-Measure· 2019-05-06
Searching for MobileNetV3 Code
#14ICNetSOTA
0.747
S-Measure· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Code
#15UNetSOTA
0.745
S-Measure· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#16PSPNet
0.744
S-Measure· 2016-12-04
Pyramid Scene Parsing Network Code
#17STDC
0.74
S-Measure· 2021-04-27
Rethinking BiSeNet For Real-time Semantic Segmentation Code
#18PFNet
0.74
S-Measure· 2021-04-21
Camouflaged Object Segmentation with Distraction Mining Code
#19F3Net
0.733
S-Measure· 2019-11-26
F3Net: Fusion, Feedback and Focus for Salient Object Detection Code
#20BSV1
0.728
S-Measure· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#21SINetV2
0.727
S-Measure· 2021-02-20
Concealed Object Detection Code
#22GateNet
0.723
S-Measure· 2020-07-16
Suppress and Balance: A Simple Gated Network for Salient Object Detection Code
#23GCPANet
0.718
S-Measure· 2020-03-02
Global Context-Aware Progressive Aggregation Network for Salient Object Detection Code
#24DeeplabV3+
0.716
S-Measure· 2017-06-17
Rethinking Atrous Convolution for Semantic Image Segmentation Code