# RGB-D Salient Object Detection on NJU2K (val)

Source: [RGB-D Salient Object Detection on NJU2K (val)](<https://www.sota2.com/research/sota/rgb-d-salient-object-detection-on-nju2k-val>)

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

Data updated: 2026-02-26T06:02:42.458Z

Evaluation of RGB-D Salient Object Detection performance on the validation split of the NJU2K dataset, reporting metrics such as S-measure, E-measure, F-measure, and MAE.

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 | RGB-D Salient Object Detection |
| Dataset (including any stated split) | NJU2K (val) |
| Metric | S-measure |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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](<https://www.sota2.com/research/sota/rgb-d-salient-object-detection-on-nju2k-val.md?metric=S-measure>): Higher is better; unit: SCALAR.

- [E-measure](<https://www.sota2.com/research/sota/rgb-d-salient-object-detection-on-nju2k-val.md?metric=E-measure>): Higher is better; unit: SCALAR.

- [F-measure](<https://www.sota2.com/research/sota/rgb-d-salient-object-detection-on-nju2k-val.md?metric=F-measure>): Higher is better; unit: SCALAR.

- [MAE](<https://www.sota2.com/research/sota/rgb-d-salient-object-detection-on-nju2k-val.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | S-measure | Result date | Report paper |
| --- | --- | --- | --- |
| COLA | 0.934 | Not recorded | 68fa74121e209131cea5f9fc |
| DIGR | 0.933 | Not recorded | 68fa74121e209131cea5f9fc |
| HIDANet | 0.928 | Not recorded | 68fa74121e209131cea5f9fc |
| CIRNet | 0.925 | Not recorded | 68fa74121e209131cea5f9fc |
| SPSN | 0.912 | Not recorded | 68fa74121e209131cea5f9fc |
| C2DFNet | 0.907 | Not recorded | 68fa74121e209131cea5f9fc |
| D3Net | 0.9 | Not recorded | 68fa74121e209131cea5f9fc |
| COLA | 0.894 | Not recorded | 68fa74121e209131cea5f9fc |
| COLA | 0.893 | Not recorded | 68fa74121e209131cea5f9fc |
| COLA | 0.856 | Not recorded | 68fa74121e209131cea5f9fc |
| COLA | -0.054 | Not recorded | 68fa74121e209131cea5f9fc |

### COLA

S-measure: 0.934. Result ID: 69932e9e3a6c314849144692.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

Recorded evaluation configuration: {"Condition":"Modality-Complete","RGB Availability":"Available","Depth Availability":"Available"}. This record does not assert independent reproduction.

### DIGR

S-measure: 0.933. Result ID: 69932e9e3a6c31484914468d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

Recorded evaluation configuration: {"Condition":"Modality-Complete","RGB Availability":"Available","Depth Availability":"Available"}. This record does not assert independent reproduction.

### HIDANet

S-measure: 0.928. Result ID: 69932e9e3a6c314849144691.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f171e209131cea43d9b.md>)

Recorded evaluation configuration: {"Condition":"Modality-Complete","RGB Availability":"Available","Depth Availability":"Available"}. This record does not assert independent reproduction.

### CIRNet

S-measure: 0.925. Result ID: 69932e9e3a6c31484914468f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dfb1e209131cea3d276.md>)

Recorded evaluation configuration: {"Condition":"Modality-Complete","RGB Availability":"Available","Depth Availability":"Available"}. This record does not assert independent reproduction.

### SPSN

S-measure: 0.912. Result ID: 69932e9e3a6c314849144690.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

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

Recorded evaluation configuration: {"Condition":"Modality-Complete","RGB Availability":"Available","Depth Availability":"Available"}. This record does not assert independent reproduction.

### C2DFNet

S-measure: 0.907. Result ID: 69932e9e3a6c31484914468e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

Recorded evaluation configuration: {"Condition":"Modality-Complete","RGB Availability":"Available","Depth Availability":"Available"}. This record does not assert independent reproduction.

### D3Net

S-measure: 0.9. Result ID: 69932e9e3a6c31484914468c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72481e209131cea55884.md>)

[Implementation](<https://github.com/DengPingFan/D3NetBenchmark>)

Recorded evaluation configuration: {"Condition":"Modality-Complete","RGB Availability":"Available","Depth Availability":"Available"}. This record does not assert independent reproduction.

### COLA

S-measure: 0.894. Result ID: 69932e9e3a6c314849144694.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

Recorded evaluation configuration: {"Condition":"Depth-Missing","RGB Availability":"Available","Depth Availability":"Missing"}. This record does not assert independent reproduction.

### COLA

S-measure: 0.893. Result ID: 69932e9e3a6c314849144695.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

Recorded evaluation configuration: {"Condition":"Average"}. This record does not assert independent reproduction.

### COLA

S-measure: 0.856. Result ID: 69932e9e3a6c314849144693.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

Recorded evaluation configuration: {"Condition":"RGB-Missing","RGB Availability":"Missing","Depth Availability":"Available"}. This record does not assert independent reproduction.

### COLA

S-measure: -0.054. Result ID: 69932e9e3a6c314849144696.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74121e209131cea5f9fc.md>)

Recorded evaluation configuration: {"Condition":"Average Drop"}. This record does not assert independent reproduction.

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