2D Classification on DUT-OMRON

Metric: F-measure (higher is better)

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#	Model↕	F-measure▼	Augmentations	Paper	Date↕	Code
1	TRACER-TE7	0.849	No	TRACER: Extreme Attention Guided Salient Object ...	2021-12-14	Code
2	BiRefNet (DUTS, HRSOD, UHRSD)	0.839	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
3	BiRefNet (DUTS, UHRSD)	0.837	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
4	PoolNet (VGG-16)	0.833	No	A Simple Pooling-Based Design for Real-Time Sali...	2019-04-21	Code
5	InSPyReNet	0.832	No	Revisiting Image Pyramid Structure for High Reso...	2022-09-20	Code
6	BiRefNet (DUTS, HRSOD)	0.818	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
7	BiRefNet (DUTS)	0.813	No	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
8	BiRefNet (HRSOD, UHRSD)	0.81	Yes	Bilateral Reference for High-Resolution Dichotom...	2024-01-07	Code
9	DSS (Res2Net-50)	0.8	No	Res2Net: A New Multi-scale Backbone Architecture	2019-04-02	Code
10	CPD-R (ResNet50)	0.747	No	Cascaded Partial Decoder for Fast and Accurate S...	2019-04-18	Code

#1TRACER-TE7SOTA
0.849
F-measure· 2021-12-14
TRACER: Extreme Attention Guided Salient Object Tracing Network Code
#2BiRefNet (DUTS, HRSOD, UHRSD)
0.839
F-measure· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#3BiRefNet (DUTS, UHRSD)
0.837
F-measure· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#4PoolNet (VGG-16)SOTA
0.833
F-measure· 2019-04-21
A Simple Pooling-Based Design for Real-Time Salient Object Detection Code
#5InSPyReNet
0.832
F-measure· 2022-09-20
Revisiting Image Pyramid Structure for High Resolution Salient Object Detection Code
#6BiRefNet (DUTS, HRSOD)
0.818
F-measure· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#7BiRefNet (DUTS)
0.813
F-measure· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#8BiRefNet (HRSOD, UHRSD)
0.81
F-measure· Augmentations· 2024-01-07
Bilateral Reference for High-Resolution Dichotomous Image Segmentation Code
#9DSS (Res2Net-50)SOTA
0.8
F-measure· 2019-04-02
Res2Net: A New Multi-scale Backbone Architecture Code
#10CPD-R (ResNet50)
0.747
F-measure· 2019-04-18
Cascaded Partial Decoder for Fast and Accurate Salient Object Detection Code