# Image Classification on Fruit92 base-to-novel

Source: [Image Classification on Fruit92 base-to-novel](<https://www.sota2.com/research/sota/image-classification-on-fruit92-base-to-novel>)

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

Data updated: 2026-07-08T10:17:16.464Z

Evaluation of Image Classification performance on the base-to-novel protocol of the Fruit92 dataset, reporting Base, Novel, and Harmonic Mean (HM) 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) | Fruit92 base-to-novel |
| Metric | Base Accuracy |
| 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

- [Base Accuracy](<https://www.sota2.com/research/sota/image-classification-on-fruit92-base-to-novel.md?metric=Base%20Accuracy>): Higher is better; unit: PERCENT.

- [Novel Accuracy](<https://www.sota2.com/research/sota/image-classification-on-fruit92-base-to-novel.md?metric=Novel%20Accuracy>): Higher is better; unit: PERCENT.

- [Harmonic Mean Accuracy](<https://www.sota2.com/research/sota/image-classification-on-fruit92-base-to-novel.md?metric=Harmonic%20Mean%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Base Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SCPT | 86.28 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| ATPrompt | 85.92 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| TCP | 85.83 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CoOp | 85.39 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| KgCoOp | 76.73 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CoCoOp | 74.58 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| ProText | 54.63 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |
| CLIP | 53 | Not recorded | 6a4dd9cb4da6617fe9198cf7 |

### SCPT

Base Accuracy: 86.28. Result ID: 6a4e239a60b88bb339d8fa9b.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

Recorded evaluation configuration: {"shots":"16-shots"}. This record does not assert independent reproduction.

### ATPrompt

Base Accuracy: 85.92. Result ID: 6a4e239a60b88bb339d8fa9a.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a1b1e209131cea8135d.md>)

Recorded evaluation configuration: {"shots":"16-shots"}. This record does not assert independent reproduction.

### TCP

Base Accuracy: 85.83. Result ID: 6a4e239a60b88bb339d8fa98.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e22.md>)

Recorded evaluation configuration: {"shots":"16-shots"}. This record does not assert independent reproduction.

### CoOp

Base Accuracy: 85.39. Result ID: 6a4e239a60b88bb339d8fa95.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8b1e209131cea3a814.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: {"shots":"16-shots"}. This record does not assert independent reproduction.

### KgCoOp

Base Accuracy: 76.73. Result ID: 6a4e239a60b88bb339d8fa97.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee91e209131cea42d7a.md>)

Recorded evaluation configuration: {"shots":"16-shots"}. This record does not assert independent reproduction.

### CoCoOp

Base Accuracy: 74.58. Result ID: 6a4e239a60b88bb339d8fa96.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d8c1e209131cea3a831.md>)

[Implementation](<https://github.com/KaiyangZhou/CoOp>)

Recorded evaluation configuration: {"shots":"16-shots"}. This record does not assert independent reproduction.

### ProText

Base Accuracy: 54.63. Result ID: 6a4e239a60b88bb339d8fa99.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71bc1e209131cea52d9b.md>)

Recorded evaluation configuration: {"shots":"16-shots"}. This record does not assert independent reproduction.

### CLIP

Base Accuracy: 53. Result ID: 6a4e239a60b88bb339d8fa94.

[Reporting paper](<https://www.sota2.com/research/paper/6a4dd9cb4da6617fe9198cf7.md>)

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

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

Recorded evaluation configuration: {"shots":"16-shots"}. This record does not assert independent reproduction.

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