# Camouflaged Object Detection on CAMO (Sm, Ephi, Fbeta, M)

Source: [Camouflaged Object Detection on CAMO (Sm, Ephi, Fbeta, M)](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-sm-ephi-fbeta-m>)

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

Data updated: 2026-02-26T06:04:26.145Z

Evaluation of Camouflaged Object Detection performance on the CAMO dataset, reporting Structure Measure (Sm), M, Ephi, and Fbeta.

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 | Camouflaged Object Detection |
| Dataset (including any stated split) | CAMO |
| Metric | Sm |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Sm](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-sm-ephi-fbeta-m.md?metric=Sm>): Higher is better; unit: PERCENT.

- [M](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-sm-ephi-fbeta-m.md?metric=M>): Lower is better; unit: PERCENT.

- [Ephi](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-sm-ephi-fbeta-m.md?metric=Ephi>): Higher is better; unit: PERCENT.

- [Fbeta](<https://www.sota2.com/research/sota/camouflaged-object-detection-on-camo-sm-ephi-fbeta-m.md?metric=Fbeta>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Sm | Result date | Report paper |
| --- | --- | --- | --- |
| Samba+ | 88.2 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| VSCode | 87.3 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| CamoFocus | 87 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| HitNet | 83.4 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| FSEL | 81.6 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| FocusDiff | 81.2 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| FEDER | 80.2 | Not recorded | 698181dfa8b01e76cc8e28b3 |
| FGANet | 80 | Not recorded | 698181dfa8b01e76cc8e28b3 |

### Samba+

Sm: 88.2. Result ID: 69975f185698665ec4b1d311.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

Recorded evaluation configuration: {"Venue":"Ours"}. This record does not assert independent reproduction.

### VSCode

Sm: 87.3. Result ID: 69975f185698665ec4b1d30f.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

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

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

Recorded evaluation configuration: {"Venue":"CVPR 2024"}. This record does not assert independent reproduction.

### CamoFocus

Sm: 87. Result ID: 69975f185698665ec4b1d310.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

Recorded evaluation configuration: {"Venue":"WACV 2024"}. This record does not assert independent reproduction.

### HitNet

Sm: 83.4. Result ID: 69975f185698665ec4b1d30e.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7f1e209131cea40506.md>)

Recorded evaluation configuration: {"Venue":"AAAI 2023"}. This record does not assert independent reproduction.

### FSEL

Sm: 81.6. Result ID: 69975f185698665ec4b1d30d.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ab1e209131cea630d9.md>)

Recorded evaluation configuration: {"Venue":"ECCV 2024"}. This record does not assert independent reproduction.

### FocusDiff

Sm: 81.2. Result ID: 69975f185698665ec4b1d30c.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa742d1e209131cea603dd.md>)

Recorded evaluation configuration: {"Venue":"ECCV 2024"}. This record does not assert independent reproduction.

### FEDER

Sm: 80.2. Result ID: 69975f185698665ec4b1d30a.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

Recorded evaluation configuration: {"Venue":"CVPR 2023"}. This record does not assert independent reproduction.

### FGANet

Sm: 80. Result ID: 69975f185698665ec4b1d30b.

[Reporting paper](<https://www.sota2.com/research/paper/698181dfa8b01e76cc8e28b3.md>)

Recorded evaluation configuration: {"Venue":"NeurIPS 2023"}. This record does not assert independent reproduction.

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