# Image Classification on ImageFruit 128x128 (val)

Source: [Image Classification on ImageFruit 128x128 (val)](<https://www.sota2.com/research/sota/image-classification-on-imagefruit-128x128-val>)

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

Data updated: 2026-02-26T05:28:50.134Z

Evaluation of Image Classification performance on the validation split of the ImageFruit 128x128 dataset, reporting standard accuracy.

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) | ImageFruit 128x128 (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-imagefruit-128x128-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Full Dataset | 63.9 | Not recorded | 68fa6c0d1e209131cea31ba0 |
| MTT | 40.3 | Not recorded | 68fa6c0d1e209131cea31ba0 |
| MTT | 26.6 | Not recorded | 68fa6c0d1e209131cea31ba0 |
| DC | 22.3 | Not recorded | 68fa6f311e209131cea44584 |
| MTT | 21.1 | Not recorded | 68fa6f311e209131cea44584 |
| DC | 20.4 | Not recorded | 68fa6f311e209131cea44584 |
| DM | 20.4 | Not recorded | 68fa6f311e209131cea44584 |
| MTT | 18.3 | Not recorded | 68fa6f311e209131cea44584 |
| DM | 14.5 | Not recorded | 68fa6f311e209131cea44584 |

### Full Dataset

Accuracy: 63.9. Result ID: 698ebe59ffc3901de0a04d71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0d1e209131cea31ba0.md>)

Recorded evaluation configuration: {"Images per class":"Full"}. This record does not assert independent reproduction.

### MTT

Accuracy: 40.3. Result ID: 698ebe59ffc3901de0a04d70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0d1e209131cea31ba0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0d1e209131cea31ba0.md>)

Recorded evaluation configuration: {"Images per class":"10"}. This record does not assert independent reproduction.

### MTT

Accuracy: 26.6. Result ID: 698ebe59ffc3901de0a04d6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c0d1e209131cea31ba0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0d1e209131cea31ba0.md>)

Recorded evaluation configuration: {"Images per class":"1"}. This record does not assert independent reproduction.

### DC

Accuracy: 22.3. Result ID: 69909b7a3a6c31484901d244.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Implementation](<https://georgecazenavette.github.io/glad/>)

Recorded evaluation configuration: {"Distillation Space":"F-space (GLaD)","Evaluation Architectures":"Average (AlexNet, VGG11, ResNet18, ViT)"}. This record does not assert independent reproduction.

### MTT

Accuracy: 21.1. Result ID: 69909b7a3a6c31484901d242.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Implementation](<https://georgecazenavette.github.io/glad/>)

Recorded evaluation configuration: {"Distillation Space":"F-space (GLaD)","Evaluation Architectures":"Average (AlexNet, VGG11, ResNet18, ViT)"}. This record does not assert independent reproduction.

### DC

Accuracy: 20.4. Result ID: 69909b7a3a6c31484901d243.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Implementation](<https://georgecazenavette.github.io/glad/>)

Recorded evaluation configuration: {"Distillation Space":"Pixel","Evaluation Architectures":"Average (AlexNet, VGG11, ResNet18, ViT)"}. This record does not assert independent reproduction.

### DM

Accuracy: 20.4. Result ID: 69909b7a3a6c31484901d246.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Implementation](<https://georgecazenavette.github.io/glad/>)

Recorded evaluation configuration: {"Distillation Space":"F-space (GLaD)","Evaluation Architectures":"Average (AlexNet, VGG11, ResNet18, ViT)"}. This record does not assert independent reproduction.

### MTT

Accuracy: 18.3. Result ID: 69909b7a3a6c31484901d241.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Implementation](<https://georgecazenavette.github.io/glad/>)

Recorded evaluation configuration: {"Distillation Space":"Pixel","Evaluation Architectures":"Average (AlexNet, VGG11, ResNet18, ViT)"}. This record does not assert independent reproduction.

### DM

Accuracy: 14.5. Result ID: 69909b7a3a6c31484901d245.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f311e209131cea44584.md>)

[Implementation](<https://georgecazenavette.github.io/glad/>)

Recorded evaluation configuration: {"Distillation Space":"Pixel","Evaluation Architectures":"Average (AlexNet, VGG11, ResNet18, ViT)"}. This record does not assert independent reproduction.

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