# Image Classification on Flowers102 Open-World

Source: [Image Classification on Flowers102 Open-World](<https://www.sota2.com/research/sota/image-classification-on-flowers102-open-world>)

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

Data updated: 2026-05-12T11:07:29.211Z

Evaluation of Image Classification performance on the Flowers102 Open-World dataset, reporting standard accuracy metrics.

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) | Flowers102 Open-World |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/image-classification-on-flowers102-open-world.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Bi-CoG | 88.01 | Not recorded | 68fc596c3ef7ccd74e452632 |
| CPL | 87.35 | Not recorded | 68fc596c3ef7ccd74e452632 |
| GRIP | 86.26 | Not recorded | 68fc596c3ef7ccd74e452632 |
| IFPL | 82.08 | Not recorded | 68fc596c3ef7ccd74e452632 |
| FPL | 80.97 | Not recorded | 68fc596c3ef7ccd74e452632 |
| CLIP | 77.8 | Not recorded | 68fc596c3ef7ccd74e452632 |

### Bi-CoG

Accuracy: 88.01. Result ID: 6a0309e347f34ce924e6b829.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

Recorded evaluation configuration: {"Domain Data":"Few-shot + Unlabeled"}. This record does not assert independent reproduction.

### CPL

Accuracy: 87.35. Result ID: 6a0309e347f34ce924e6b828.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b31e209131cea5e026.md>)

Recorded evaluation configuration: {"Domain Data":"Few-shot + Unlabeled"}. This record does not assert independent reproduction.

### GRIP

Accuracy: 86.26. Result ID: 6a0309e347f34ce924e6b827.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa727a1e209131cea56a27.md>)

[Implementation](<https://www.sota2.com/github.com/BatsResearch/menghini-enhanceCLIPwithCLIP-code>)

Recorded evaluation configuration: {"Domain Data":"Few-shot + Unlabeled"}. This record does not assert independent reproduction.

### IFPL

Accuracy: 82.08. Result ID: 6a0309e347f34ce924e6b826.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

Recorded evaluation configuration: {"Domain Data":"Few-shot + Unlabeled"}. This record does not assert independent reproduction.

### FPL

Accuracy: 80.97. Result ID: 6a0309e347f34ce924e6b825.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

Recorded evaluation configuration: {"Domain Data":"Few-shot + Unlabeled"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 77.8. Result ID: 6a0309e347f34ce924e6b824.

[Reporting paper](<https://www.sota2.com/research/paper/68fc596c3ef7ccd74e452632.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Domain Data":"Zero-shot"}. This record does not assert independent reproduction.

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