# Image Classification on VOC07 (Ranking Loss)

Source: [Image Classification on VOC07 (Ranking Loss)](<https://www.sota2.com/research/sota/image-classification-on-voc07-ranking-loss>)

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

Data updated: 2026-03-04T20:47:51.424Z

Evaluation of Image Classification performance on the VOC07 dataset, measured using Ranking Loss.

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 | Image classification |
| Dataset (including any stated split) | VOC07 |
| Metric | Ranking Loss |
| Unit | SCALAR |
| Direction | Lower 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

- [Ranking Loss](<https://www.sota2.com/research/sota/image-classification-on-voc07-ranking-loss.md?metric=Ranking%20Loss>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Ranking Loss | Result date | Report paper |
| --- | --- | --- | --- |
| SEHFS | 0.194 | Not recorded | 69a7bc832d603e6de3e3d50f |
| SRFS | 0.194 | Not recorded | 69a7bc832d603e6de3e3d50f |
| MSFS | 0.204 | Not recorded | 69a7bc832d603e6de3e3d50f |
| SPLDG | 0.205 | Not recorded | 69a7bc832d603e6de3e3d50f |
| DHLI | 0.206 | Not recorded | 69a7bc832d603e6de3e3d50f |
| GRAFS | 0.206 | Not recorded | 69a7bc832d603e6de3e3d50f |
| MSSL | 0.215 | Not recorded | 69a7bc832d603e6de3e3d50f |
| MIFS | 0.225 | Not recorded | 69a7bc832d603e6de3e3d50f |

### SEHFS

Ranking Loss: 0.194. Result ID: 69a89a716dbb7075b951744b.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc832d603e6de3e3d50f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a7bc832d603e6de3e3d50f.md>)

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

### SRFS

Ranking Loss: 0.194. Result ID: 69a89a716dbb7075b9517451.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc832d603e6de3e3d50f.md>)

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

### MSFS

Ranking Loss: 0.204. Result ID: 69a89a716dbb7075b951744e.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc832d603e6de3e3d50f.md>)

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

### SPLDG

Ranking Loss: 0.205. Result ID: 69a89a716dbb7075b9517450.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc832d603e6de3e3d50f.md>)

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

### DHLI

Ranking Loss: 0.206. Result ID: 69a89a716dbb7075b951744c.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc832d603e6de3e3d50f.md>)

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

### GRAFS

Ranking Loss: 0.206. Result ID: 69a89a716dbb7075b951744d.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc832d603e6de3e3d50f.md>)

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

### MSSL

Ranking Loss: 0.215. Result ID: 69a89a716dbb7075b9517452.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc832d603e6de3e3d50f.md>)

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

### MIFS

Ranking Loss: 0.225. Result ID: 69a89a716dbb7075b951744f.

[Reporting paper](<https://www.sota2.com/research/paper/69a7bc832d603e6de3e3d50f.md>)

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

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