2D Object Detection on DIS-VD

Metric: MAE (lower is better)

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#	Model↕	MAE▲	Augmentations	Paper	Date↕	Code
1	BEN_Base+Refiner	0.027	Yes	BEN: Using Confidence-Guided Matting for Dichoto...	2025-01-08	Code
2	PDFNet	0.03	No	Patch-Depth Fusion: Dichotomous Image Segmentati...	2025-03-08	Code
3	BEN_Base	0.031	Yes	BEN: Using Confidence-Guided Matting for Dichoto...	2025-01-08	Code
4	MVANet	0.034	No	Multi-view Aggregation Network for Dichotomous I...	2024-04-11	Code
5	BiRefNet	0.038	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
6	InSPyReNet	0.043	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
7	IS-Net	0.074	No	Highly Accurate Dichotomous Image Segmentation	2022-03-06	Code
8	U2Net	0.09	No	U$^2$-Net: Going Deeper with Nested U-Structure ...	2020-05-18	Code
9	MBV3	0.092	No	Searching for MobileNetV3	2019-05-06	Code
10	BASNet	0.094	No	-	-	Code
11	HRNet	0.095	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
12	HySM	0.096	No	HyperSeg: Patch-wise Hypernetwork for Real-time ...	2020-12-21	Code
13	ICNet	0.102	No	ICNet for Real-Time Semantic Segmentation on Hig...	2017-04-27	Code
14	PSPNet	0.102	No	Pyramid Scene Parsing Network	2016-12-04	Code
15	STDC	0.103	No	Rethinking BiSeNet For Real-time Semantic Segmen...	2021-04-27	Code
16	PFNet	0.106	No	Camouflaged Object Segmentation with Distraction...	2021-04-21	Code
17	F3Net	0.107	No	F3Net: Fusion, Feedback and Focus for Salient Ob...	2019-11-26	Code
18	GateNet	0.11	No	Suppress and Balance: A Simple Gated Network for...	2020-07-16	Code
19	SINetV2	0.11	No	Concealed Object Detection	2021-02-20	Code
20	UNet	0.113	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
21	DeeplabV3+	0.114	No	Rethinking Atrous Convolution for Semantic Image...	2017-06-17	Code
22	BSV1	0.116	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
23	GCPANet	0.118	No	Global Context-Aware Progressive Aggregation Net...	2020-03-02	Code

#1BEN_Base+RefinerSOTA
0.027
MAE· Augmentations· 2025-01-08
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation Code
#2PDFNet
0.03
MAE· 2025-03-08
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior Code
#3BEN_BaseSOTA
0.031
MAE· Augmentations· 2025-01-08
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation Code
#4MVANetSOTA
0.034
MAE· 2024-04-11
Multi-view Aggregation Network for Dichotomous Image Segmentation Code
#5BiRefNetSOTA
0.038
MAE· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#6InSPyReNetSOTA
0.043
MAE· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#7IS-NetSOTA
0.074
MAE· 2022-03-06
Highly Accurate Dichotomous Image Segmentation Code
#8U2NetSOTA
0.09
MAE· 2020-05-18
U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection Code
#9MBV3SOTA
0.092
MAE· 2019-05-06
Searching for MobileNetV3 Code
#10BASNet
0.094
MAE
No paperCode
#11HRNet
0.095
MAE· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#12HySM
0.096
MAE· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation Code
#13ICNet
0.102
MAE· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Code
#14PSPNetSOTA
0.102
MAE· 2016-12-04
Pyramid Scene Parsing Network Code
#15STDC
0.103
MAE· 2021-04-27
Rethinking BiSeNet For Real-time Semantic Segmentation Code
#16PFNet
0.106
MAE· 2021-04-21
Camouflaged Object Segmentation with Distraction Mining Code
#17F3Net
0.107
MAE· 2019-11-26
F3Net: Fusion, Feedback and Focus for Salient Object Detection Code
#18GateNet
0.11
MAE· 2020-07-16
Suppress and Balance: A Simple Gated Network for Salient Object Detection Code
#19SINetV2
0.11
MAE· 2021-02-20
Concealed Object Detection Code
#20UNetSOTA
0.113
MAE· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#21DeeplabV3+
0.114
MAE· 2017-06-17
Rethinking Atrous Convolution for Semantic Image Segmentation Code
#22BSV1
0.116
MAE· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#23GCPANet
0.118
MAE· 2020-03-02
Global Context-Aware Progressive Aggregation Network for Salient Object Detection Code