# Co-Salient Object Detection on Cosal 2015

Source: [Co-Salient Object Detection on Cosal 2015](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosal-2015>)

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

Data updated: 2026-02-26T05:48:57.981Z

Evaluation of Co-Salient Object Detection performance on the Cosal 2015 dataset, reporting metrics including MAE, Fmax, Emax, and Sa.

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 | Co-Salient Object Detection |
| Dataset (including any stated split) | Cosal 2015 |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [MAE](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosal-2015.md?metric=MAE>): Lower is better; unit: SCALAR.

- [Fmax](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosal-2015.md?metric=Fmax>): Higher is better; unit: PERCENT.

- [Emax](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosal-2015.md?metric=Emax>): Higher is better; unit: PERCENT.

- [Sa](<https://www.sota2.com/research/sota/co-salient-object-detection-on-cosal-2015.md?metric=Sa>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| ICNet | 0.058 | Not recorded | 68fa6bfd1e209131cea31792 |
| CADC | 0.064 | Not recorded | 68fa6bfd1e209131cea31792 |
| CoADNet | 0.064 | Not recorded | 68fa6bfd1e209131cea31792 |
| DeepACG | 0.064 | Not recorded | 68fa6bfd1e209131cea31792 |
| DCFM | 0.067 | Not recorded | 68fa6bfd1e209131cea31792 |
| GCoNet | 0.068 | Not recorded | 68fa6bfd1e209131cea31792 |
| GICD | 0.071 | Not recorded | 68fa6bfd1e209131cea31792 |
| CoEGNet | 0.077 | Not recorded | 68fa6bfd1e209131cea31792 |
| GCAGC | 0.085 | Not recorded | 68fa6bfd1e209131cea31792 |
| CSMG | 0.13 | Not recorded | 68fa6bfd1e209131cea31792 |

### ICNet

MAE: 0.058. Result ID: 698eb4f3ffc3901de09ff84b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

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

### CADC

MAE: 0.064. Result ID: 698eb4f3ffc3901de09ff84c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6af31e209131cea2b4ea.md>)

[Implementation](<https://github.com/nnizhang/CADC>)

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

### CoADNet

MAE: 0.064. Result ID: 698eb4f3ffc3901de09ff84d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68be1e209131cea1dfec.md>)

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

### DeepACG

MAE: 0.064. Result ID: 698eb4f3ffc3901de09ff852.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

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

### DCFM

MAE: 0.067. Result ID: 698eb4f3ffc3901de09ff854.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

[Implementation](<https://github.com/siyueyu/DCFM11>)

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

### GCoNet

MAE: 0.068. Result ID: 698eb4f3ffc3901de09ff853.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e61e209131cea24b0d.md>)

[Implementation](<https://github.com/fanq15/GCoNet>)

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

### GICD

MAE: 0.071. Result ID: 698eb4f3ffc3901de09ff851.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68f31e209131cea1f3c1.md>)

[Implementation](<https://mmcheng.net/gicd/>)

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

### CoEGNet

MAE: 0.077. Result ID: 698eb4f3ffc3901de09ff850.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72481e209131cea55896.md>)

[Implementation](<https://github.com/DengPingFan/CoSODToolbox>)

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

### GCAGC

MAE: 0.085. Result ID: 698eb4f3ffc3901de09ff84f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67391e209131cea1507a.md>)

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

### CSMG

MAE: 0.13. Result ID: 698eb4f3ffc3901de09ff84e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bfd1e209131cea31792.md>)

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

Page 1 of 1. This is an index page, not the full collection.