2D Object Detection on DIS-VD

Metric: max F-Measure (higher is better)

LeaderboardDataset

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#	Model↕	max F-Measure▼	Augmentations	Paper	Date↕	Code
1	BEN_Base	0.923	Yes	BEN: Using Confidence-Guided Matting for Dichoto...	2025-01-08	Code
2	BEN_Base+Refiner	0.919	Yes	BEN: Using Confidence-Guided Matting for Dichoto...	2025-01-08	Code
3	PDFNet	0.913	No	Patch-Depth Fusion: Dichotomous Image Segmentati...	2025-03-08	Code
4	MVANet	0.904	No	Multi-view Aggregation Network for Dichotomous I...	2024-04-11	Code
5	BiRefNet	0.889	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
6	InSPyReNet (HR scale)	0.889	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
7	InSPyReNet	0.876	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
8	IS-Net	0.791	No	Highly Accurate Dichotomous Image Segmentation	2022-03-06	Code
9	U2Net	0.748	No	U$^2$-Net: Going Deeper with Nested U-Structure ...	2020-05-18	Code
10	HySM	0.734	No	HyperSeg: Patch-wise Hypernetwork for Real-time ...	2020-12-21	Code
11	BASNet	0.731	No	-	-	Code
12	HRNet	0.726	No	Deep High-Resolution Representation Learning for...	2019-08-20	Code
13	MBV3	0.714	No	Searching for MobileNetV3	2019-05-06	Code
14	ICNet	0.697	No	ICNet for Real-Time Semantic Segmentation on Hig...	2017-04-27	Code
15	STDC	0.696	No	Rethinking BiSeNet For Real-time Semantic Segmen...	2021-04-27	Code
16	UNet	0.692	No	U-Net: Convolutional Networks for Biomedical Ima...	2015-05-18	Code
17	PFNet	0.691	No	Camouflaged Object Segmentation with Distraction...	2021-04-21	Code
18	PSPNet	0.691	No	Pyramid Scene Parsing Network	2016-12-04	Code
19	F3Net	0.685	No	F3Net: Fusion, Feedback and Focus for Salient Ob...	2019-11-26	Code
20	GateNet	0.678	No	Suppress and Balance: A Simple Gated Network for...	2020-07-16	Code
21	SINetV2	0.665	No	Concealed Object Detection	2021-02-20	Code
22	BSV1	0.662	No	BiSeNet: Bilateral Segmentation Network for Real...	2018-08-02	Code
23	DeeplabV3+	0.66	No	Rethinking Atrous Convolution for Semantic Image...	2017-06-17	Code
24	GCPANet	0.648	No	Global Context-Aware Progressive Aggregation Net...	2020-03-02	Code

#1BEN_BaseSOTA
0.923
max F-Measure· Augmentations· 2025-01-08
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation Code
#2BEN_Base+Refiner
0.919
max F-Measure· Augmentations· 2025-01-08
BEN: Using Confidence-Guided Matting for Dichotomous Image Segmentation Code
#3PDFNet
0.913
max F-Measure· 2025-03-08
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior Code
#4MVANetSOTA
0.904
max F-Measure· 2024-04-11
Multi-view Aggregation Network for Dichotomous Image Segmentation Code
#5BiRefNet
0.889
max F-Measure· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#6InSPyReNet (HR scale)SOTA
0.889
max F-Measure· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#7InSPyReNet
0.876
max F-Measure· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#8IS-NetSOTA
0.791
max F-Measure· 2022-03-06
Highly Accurate Dichotomous Image Segmentation Code
#9U2NetSOTA
0.748
max F-Measure· 2020-05-18
U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection Code
#10HySM
0.734
max F-Measure· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation Code
#11BASNet
0.731
max F-Measure
No paperCode
#12HRNetSOTA
0.726
max F-Measure· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition Code
#13MBV3SOTA
0.714
max F-Measure· 2019-05-06
Searching for MobileNetV3 Code
#14ICNetSOTA
0.697
max F-Measure· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images Code
#15STDC
0.696
max F-Measure· 2021-04-27
Rethinking BiSeNet For Real-time Semantic Segmentation Code
#16UNetSOTA
0.692
max F-Measure· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation Code
#17PFNet
0.691
max F-Measure· 2021-04-21
Camouflaged Object Segmentation with Distraction Mining Code
#18PSPNet
0.691
max F-Measure· 2016-12-04
Pyramid Scene Parsing Network Code
#19F3Net
0.685
max F-Measure· 2019-11-26
F3Net: Fusion, Feedback and Focus for Salient Object Detection Code
#20GateNet
0.678
max F-Measure· 2020-07-16
Suppress and Balance: A Simple Gated Network for Salient Object Detection Code
#21SINetV2
0.665
max F-Measure· 2021-02-20
Concealed Object Detection Code
#22BSV1
0.662
max F-Measure· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation Code
#23DeeplabV3+
0.66
max F-Measure· 2017-06-17
Rethinking Atrous Convolution for Semantic Image Segmentation Code
#24GCPANet
0.648
max F-Measure· 2020-03-02
Global Context-Aware Progressive Aggregation Network for Salient Object Detection Code