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