# Salient Object Detection on S-SOD

Source: [Salient Object Detection on S-SOD](<https://www.sota2.com/research/sota/salient-object-detection-on-s-sod>)

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

Data updated: 2026-02-26T05:41:18.466Z

Evaluation of Salient Object Detection performance on the S-SOD dataset, reporting E-M, S-M, F-M, and MAE scores.

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) | S-SOD |
| Metric | E-M |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [E-M](<https://www.sota2.com/research/sota/salient-object-detection-on-s-sod.md?metric=E-M>): Higher is better; unit: SCALAR.

- [S-M](<https://www.sota2.com/research/sota/salient-object-detection-on-s-sod.md?metric=S-M>): Higher is better; unit: SCALAR.

- [F-M](<https://www.sota2.com/research/sota/salient-object-detection-on-s-sod.md?metric=F-M>): Higher is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/salient-object-detection-on-s-sod.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | E-M | Result date | Report paper |
| --- | --- | --- | --- |
| DDNet | 0.595 | Not recorded | 68fa694f1e209131cea21749 |
| DDNet | 0.576 | Not recorded | 68fa694f1e209131cea21749 |
| VGG16 | 0.478 | Not recorded | 68fa694f1e209131cea21749 |
| ENet | 0.254 | Not recorded | 68fa694f1e209131cea21749 |

### DDNet

E-M: 0.595. Result ID: 698da3cb8b517eb43322d4ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21749.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21749.md>)

[Implementation](<https://github.com/tanveer-hussain/EfficientSOD>)

Recorded evaluation configuration: {"dilated":"false"}. This record does not assert independent reproduction.

### DDNet

E-M: 0.576. Result ID: 698da3cb8b517eb43322d4fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21749.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21749.md>)

[Implementation](<https://github.com/tanveer-hussain/EfficientSOD>)

Recorded evaluation configuration: {"dilated":"true"}. This record does not assert independent reproduction.

### VGG16

E-M: 0.478. Result ID: 698da3cb8b517eb43322d4fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21749.md>)

Recorded evaluation configuration: {"smoothing":"with smoothing"}. This record does not assert independent reproduction.

### ENet

E-M: 0.254. Result ID: 698da3cb8b517eb43322d4fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa694f1e209131cea21749.md>)

Recorded evaluation configuration: {"loss":"BCE"}. This record does not assert independent reproduction.

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