# Salient Object Detection on DUTLF-D

Source: [Salient Object Detection on DUTLF-D](<https://www.sota2.com/research/sota/salient-object-detection-on-dutlf-d>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-21T11:30:02.457Z

Evaluation of Salient Object Detection performance on the DUTLF-D dataset, typically measured using E-xi, S-alpha, F-beta, and M metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Salient Object Detection |
| Dataset (including any stated split) | DUTLF-D |
| Metric | S-measure (Sm) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [S-measure (Sm)](<https://www.sota2.com/research/sota/salient-object-detection-on-dutlf-d.md?metric=S-measure%20(Sm)>): Higher is better; unit: PERCENT.

- [E-xi](<https://www.sota2.com/research/sota/salient-object-detection-on-dutlf-d.md?metric=E-xi>): Higher is better; unit: PERCENT.

- [S-alpha](<https://www.sota2.com/research/sota/salient-object-detection-on-dutlf-d.md?metric=S-alpha>): Higher is better; unit: PERCENT.

- [F-beta Score](<https://www.sota2.com/research/sota/salient-object-detection-on-dutlf-d.md?metric=F-beta%20Score>): Higher is better; unit: PERCENT.

- [M](<https://www.sota2.com/research/sota/salient-object-detection-on-dutlf-d.md?metric=M>): Lower is better; unit: PERCENT.

- [F-measure (Fm)](<https://www.sota2.com/research/sota/salient-object-detection-on-dutlf-d.md?metric=F-measure%20(Fm)>): Higher is better; unit: PERCENT.

- [E-measure (Em)](<https://www.sota2.com/research/sota/salient-object-detection-on-dutlf-d.md?metric=E-measure%20(Em)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | S-measure (Sm) | Result date | Report paper |
| --- | --- | --- | --- |
| VSCode-S | 96 | Not recorded | 69e704f97d0172140ec7f10a |
| DGSSM | 95.9 | Not recorded | 69e704f97d0172140ec7f10a |
| Samba | 95.6 | Not recorded | 69e704f97d0172140ec7f10a |
| CATNet | 95.2 | Not recorded | 69e704f97d0172140ec7f10a |
| CPNet | 95.1 | Not recorded | 69e704f97d0172140ec7f10a |
| VST-S++ | 94.5 | Not recorded | 69e704f97d0172140ec7f10a |
| SwinNet-B | 91.8 | Not recorded | 69e704f97d0172140ec7f10a |
| SPSN | 90.7 | Not recorded | 69e704f97d0172140ec7f10a |
| SP-Net | 89.5 | Not recorded | 69e704f97d0172140ec7f10a |
| JL-DCF | 89.4 | Not recorded | 69e704f97d0172140ec7f10a |

### VSCode-S

S-measure (Sm): 96. Result ID: 69e75fb447f34ce924cea8e6.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59049.md>)

[Implementation](<https://github.com/Sssssuperior/VSCode>)

Recorded evaluation configuration: {"Params (M)":"74.72"}. This record does not assert independent reproduction.

### DGSSM

S-measure (Sm): 95.9. Result ID: 69e75fb447f34ce924cea8e8.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

Recorded evaluation configuration: {"Params (M)":"44.73"}. This record does not assert independent reproduction.

### Samba

S-measure (Sm): 95.6. Result ID: 69e75fb447f34ce924cea8e7.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

Recorded evaluation configuration: {"Params (M)":"54.94"}. This record does not assert independent reproduction.

### CATNet

S-measure (Sm): 95.2. Result ID: 69e75fb447f34ce924cea8e3.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

Recorded evaluation configuration: {"Params (M)":"262.73"}. This record does not assert independent reproduction.

### CPNet

S-measure (Sm): 95.1. Result ID: 69e75fb447f34ce924cea8e5.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

Recorded evaluation configuration: {"Params (M)":"216.50"}. This record does not assert independent reproduction.

### VST-S++

S-measure (Sm): 94.5. Result ID: 69e75fb447f34ce924cea8e4.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59040.md>)

Recorded evaluation configuration: {"Params (M)":"143.15"}. This record does not assert independent reproduction.

### SwinNet-B

S-measure (Sm): 91.8. Result ID: 69e75fb447f34ce924cea8e2.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c371e209131cea32d98.md>)

Recorded evaluation configuration: {"Params (M)":"199.18"}. This record does not assert independent reproduction.

### SPSN

S-measure (Sm): 90.7. Result ID: 69e75fb447f34ce924cea8e1.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfd1e209131cea3726b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SP-Net

S-measure (Sm): 89.5. Result ID: 69e75fb447f34ce924cea8e0.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b991e209131cea2f31f.md>)

[Implementation](<https://github.com/taozh2017/SPNet>)

Recorded evaluation configuration: {"Params (M)":"67.88"}. This record does not assert independent reproduction.

### JL-DCF

S-measure (Sm): 89.4. Result ID: 69e75fb447f34ce924cea8df.

[Reporting paper](<https://www.sota2.com/research/paper/69e704f97d0172140ec7f10a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675a1e209131cea15c71.md>)

[Implementation](<https://github.com/kerenfu/JLDCF/>)

Recorded evaluation configuration: {"Params (M)":"143.52"}. This record does not assert independent reproduction.

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