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16k on DIS-TE4
Metric: E-measure (higher is better)
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#
Model
↕
E-measure
▼
Augmentations
Paper
Date
↕
Code
1
MVANet
0.944
No
Multi-view Aggregation Network for Dichotomous I...
2024-04-11
Code
2
PDFNet
0.941
No
Patch-Depth Fusion: Dichotomous Image Segmentati...
2025-03-08
Code
3
BiRefNet
0.937
No
Bilateral Reference for High-Resolution Dichotom...
2024-01-07
Code
4
InSPyReNet (HR scale)
0.926
No
Revisiting Image Pyramid Structure for High Reso...
2022-09-20
Code
5
InSPyReNet
0.926
No
Revisiting Image Pyramid Structure for High Reso...
2022-09-20
Code
6
IS-Net
0.87
No
Highly Accurate Dichotomous Image Segmentation
2022-03-06
Code
7
HRNet
0.854
No
Deep High-Resolution Representation Learning for...
2019-08-20
Code
8
BASNet
0.848
No
-
-
Code
9
MBV3
0.848
No
Searching for MobileNetV3
2019-05-06
Code
10
U2Net
0.847
No
U$^2$-Net: Going Deeper with Nested U-Structure ...
2020-05-18
Code
11
HySM
0.842
No
HyperSeg: Patch-wise Hypernetwork for Real-time ...
2020-12-21
Code
12
STDC
0.841
No
Rethinking BiSeNet For Real-time Semantic Segmen...
2021-04-27
Code
13
PFNet
0.838
No
Camouflaged Object Segmentation with Distraction...
2021-04-21
Code
14
ICNet
0.837
No
ICNet for Real-Time Semantic Segmentation on Hig...
2017-04-27
Code
15
F3Net
0.825
No
F3Net: Fusion, Feedback and Focus for Salient Ob...
2019-11-26
Code
16
SINetV2
0.824
No
Concealed Object Detection
2021-02-20
Code
17
UNet
0.821
No
U-Net: Convolutional Networks for Biomedical Ima...
2015-05-18
Code
18
DeeplabV3+
0.82
No
Rethinking Atrous Convolution for Semantic Image...
2017-06-17
Code
19
PSPNet
0.815
No
Pyramid Scene Parsing Network
2016-12-04
Code
20
GateNet
0.803
No
Suppress and Balance: A Simple Gated Network for...
2020-07-16
Code
21
BSV1
0.788
No
BiSeNet: Bilateral Segmentation Network for Real...
2018-08-02
Code
22
GCPANet
0.767
No
Global Context-Aware Progressive Aggregation Net...
2020-03-02
Code
#1
MVANet
SOTA
0.944
E-measure
· 2024-04-11
Multi-view Aggregation Network for Dichotomous Image Segmentation
Code
#2
PDFNet
0.941
E-measure
· 2025-03-08
Patch-Depth Fusion: Dichotomous Image Segmentation via Fine-Grained Patch Strategy and Depth Integrity-Prior
Code
#3
BiRefNet
SOTA
0.937
E-measure
· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation
Code
#4
InSPyReNet (HR scale)
SOTA
0.926
E-measure
· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection
Code
#5
InSPyReNet
0.926
E-measure
· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection
Code
#6
IS-Net
SOTA
0.87
E-measure
· 2022-03-06
Highly Accurate Dichotomous Image Segmentation
Code
#7
HRNet
SOTA
0.854
E-measure
· 2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition
Code
#8
BASNet
0.848
E-measure
No paper
Code
#9
MBV3
SOTA
0.848
E-measure
· 2019-05-06
Searching for MobileNetV3
Code
#10
U2Net
0.847
E-measure
· 2020-05-18
U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection
Code
#11
HySM
0.842
E-measure
· 2020-12-21
HyperSeg: Patch-wise Hypernetwork for Real-time Semantic Segmentation
Code
#12
STDC
0.841
E-measure
· 2021-04-27
Rethinking BiSeNet For Real-time Semantic Segmentation
Code
#13
PFNet
0.838
E-measure
· 2021-04-21
Camouflaged Object Segmentation with Distraction Mining
Code
#14
ICNet
SOTA
0.837
E-measure
· 2017-04-27
ICNet for Real-Time Semantic Segmentation on High-Resolution Images
Code
#15
F3Net
0.825
E-measure
· 2019-11-26
F3Net: Fusion, Feedback and Focus for Salient Object Detection
Code
#16
SINetV2
0.824
E-measure
· 2021-02-20
Concealed Object Detection
Code
#17
UNet
SOTA
0.821
E-measure
· 2015-05-18
U-Net: Convolutional Networks for Biomedical Image Segmentation
Code
#18
DeeplabV3+
0.82
E-measure
· 2017-06-17
Rethinking Atrous Convolution for Semantic Image Segmentation
Code
#19
PSPNet
0.815
E-measure
· 2016-12-04
Pyramid Scene Parsing Network
Code
#20
GateNet
0.803
E-measure
· 2020-07-16
Suppress and Balance: A Simple Gated Network for Salient Object Detection
Code
#21
BSV1
0.788
E-measure
· 2018-08-02
BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation
Code
#22
GCPANet
0.767
E-measure
· 2020-03-02
Global Context-Aware Progressive Aggregation Network for Salient Object Detection
Code