2D Object Detection on DIS-VD

Metric: E-measure (higher is better)

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#	Model↕	E-measure▼	Augmentations	Paper	Date↕	Code
1	BEN_Base+Refiner	0.958	Yes	BEN: Using Confidence-Guided Matting for Dichoto...	2025-01-08	Code
2	PDFNet	0.944	No	Patch-Depth Fusion: Dichotomous Image Segmentati...	2025-03-08	Code
3	MVANet	0.941	No	Multi-view Aggregation Network for Dichotomous I...	2024-04-11	Code
4	BEN_Base	0.935	Yes	BEN: Using Confidence-Guided Matting for Dichoto...	2025-01-08	Code
5	BiRefNet	0.928	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
6	InSPyReNet	0.921	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
7	IS-Net	0.856	No	Highly Accurate Dichotomous Image Segmentation	2022-03-06	Code
8	MBV3	0.841	No	Searching for MobileNetV3	2019-05-06	Code
9	HRNet	0.824	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
10	U2Net	0.823	No	U$^2$-Net: Going Deeper with Nested U-Structure ...	2020-05-18	Code
11	STDC	0.817	No	Rethinking BiSeNet For Real-time Semantic Segmen...	2021-04-27	Code
12	BASNet	0.816	No	-	-	Code
13	HySM	0.814	No	HyperSeg: Patch-wise Hypernetwork for Real-time ...	2020-12-21	Code
14	ICNet	0.811	No	ICNet for Real-Time Semantic Segmentation on Hig...	2017-04-27	Code
15	PFNet	0.811	No	Camouflaged Object Segmentation with Distraction...	2021-04-21	Code
16	PSPNet	0.802	No	Pyramid Scene Parsing Network	2016-12-04	Code
17	F3Net	0.8	No	F3Net: Fusion, Feedback and Focus for Salient Ob...	2019-11-26	Code
18	SINetV2	0.798	No	Concealed Object Detection	2021-02-20	Code
19	DeeplabV3+	0.796	No	Rethinking Atrous Convolution for Semantic Image...	2017-06-17	Code
20	UNet	0.785	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
21	GateNet	0.783	No	Suppress and Balance: A Simple Gated Network for...	2020-07-16	Code
22	BSV1	0.767	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
23	GCPANet	0.765	No	Global Context-Aware Progressive Aggregation Net...	2020-03-02	Code

#1BEN_Base+RefinerSOTA
0.958
E-measure· Augmentations· 2025-01-08
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation Code
#2PDFNet
0.944
E-measure· 2025-03-08
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior Code
#3MVANetSOTA
0.941
E-measure· 2024-04-11
Multi-view Aggregation Network for Dichotomous Image Segmentation Code
#4BEN_Base
0.935
E-measure· Augmentations· 2025-01-08
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation Code
#5BiRefNetSOTA
0.928
E-measure· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#6InSPyReNetSOTA
0.921
E-measure· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#7IS-NetSOTA
0.856
E-measure· 2022-03-06
Highly Accurate Dichotomous Image Segmentation Code
#8MBV3SOTA
0.841
E-measure· 2019-05-06
Searching for MobileNetV3 Code
#9HRNet
0.824
E-measure· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#10U2Net
0.823
E-measure· 2020-05-18
U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection Code
#11STDC
0.817
E-measure· 2021-04-27
Rethinking BiSeNet For Real-time Semantic Segmentation Code
#12BASNet
0.816
E-measure
No paperCode
#13HySM
0.814
E-measure· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation Code
#14ICNetSOTA
0.811
E-measure· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Code
#15PFNet
0.811
E-measure· 2021-04-21
Camouflaged Object Segmentation with Distraction Mining Code
#16PSPNetSOTA
0.802
E-measure· 2016-12-04
Pyramid Scene Parsing Network Code
#17F3Net
0.8
E-measure· 2019-11-26
F3Net: Fusion, Feedback and Focus for Salient Object Detection Code
#18SINetV2
0.798
E-measure· 2021-02-20
Concealed Object Detection Code
#19DeeplabV3+
0.796
E-measure· 2017-06-17
Rethinking Atrous Convolution for Semantic Image Segmentation Code
#20UNetSOTA
0.785
E-measure· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#21GateNet
0.783
E-measure· 2020-07-16
Suppress and Balance: A Simple Gated Network for Salient Object Detection Code
#22BSV1
0.767
E-measure· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#23GCPANet
0.765
E-measure· 2020-03-02
Global Context-Aware Progressive Aggregation Network for Salient Object Detection Code