# Image Classification on ImageSquawk 128x128 (val)

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

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

Data updated: 2026-05-14T06:58:30.007Z

Evaluation of Image Classification performance on the validation split of the ImageSquawk 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) | ImageSquawk 128x128 (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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-imagesquawk-128x128-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Full Dataset | 66.7 | Not recorded | 68fa6c0d1e209131cea31ba0 |
| MTT | 52.3 | Not recorded | 68fa6c0d1e209131cea31ba0 |
| DIVER | 34.5 | Not recorded | 6a055714dbc836b87d828c8b |
| DIVER | 33.8 | Not recorded | 6a055714dbc836b87d828c8b |
| MTT | 28.8 | Not recorded | 68fa6c0d1e209131cea31ba0 |
| DIVER | 28.1 | Not recorded | 6a055714dbc836b87d828c8b |
| DM | 24.4 | Not recorded | 6a055714dbc836b87d828c8b |
| DIVER | 24 | Not recorded | 6a055714dbc836b87d828c8b |
| EDF | 23.2 | Not recorded | 6a055714dbc836b87d828c8b |
| NCFM | 22.6 | Not recorded | 6a055714dbc836b87d828c8b |
| MTT | 21.7 | Not recorded | 6a055714dbc836b87d828c8b |
| DIVER | 19.4 | Not recorded | 6a055714dbc836b87d828c8b |
| DIVER | 18 | Not recorded | 6a055714dbc836b87d828c8b |
| DIVER | 18 | Not recorded | 6a055714dbc836b87d828c8b |
| DIVER | 17.2 | Not recorded | 6a055714dbc836b87d828c8b |
| NCFM | 16.8 | Not recorded | 6a055714dbc836b87d828c8b |
| EDF | 16.5 | Not recorded | 6a055714dbc836b87d828c8b |
| MTT | 14 | Not recorded | 6a055714dbc836b87d828c8b |
| DM | 12.7 | Not recorded | 6a055714dbc836b87d828c8b |

### Full Dataset

Accuracy: 66.7. Result ID: 698ebe59ffc3901de0a04d77.

[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: 52.3. Result ID: 698ebe59ffc3901de0a04d76.

[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.

### DIVER

Accuracy: 34.5. Result ID: 6a05729047f34ce924ebe764.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

Recorded evaluation configuration: {"IPC":"10","Base Distillation Method":"EDF"}. This record does not assert independent reproduction.

### DIVER

Accuracy: 33.8. Result ID: 6a05729047f34ce924ebe762.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

Recorded evaluation configuration: {"IPC":"10","Base Distillation Method":"MTT"}. This record does not assert independent reproduction.

### MTT

Accuracy: 28.8. Result ID: 698ebe59ffc3901de0a04d75.

[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.

### DIVER

Accuracy: 28.1. Result ID: 6a05729047f34ce924ebe75e.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

Recorded evaluation configuration: {"IPC":"10","Base Distillation Method":"DM"}. This record does not assert independent reproduction.

### DM

Accuracy: 24.4. Result ID: 6a05729047f34ce924ebe75d.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32385.md>)

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

### DIVER

Accuracy: 24. Result ID: 6a05729047f34ce924ebe760.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

Recorded evaluation configuration: {"IPC":"10","Base Distillation Method":"NCFM"}. This record does not assert independent reproduction.

### EDF

Accuracy: 23.2. Result ID: 6a05729047f34ce924ebe763.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74f7b.md>)

[Implementation](<https://www.sota2.com/NUS-HPC-AI-Lab/EDF>)

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

### NCFM

Accuracy: 22.6. Result ID: 6a05729047f34ce924ebe75f.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77281e209131cea71713.md>)

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

### MTT

Accuracy: 21.7. Result ID: 6a05729047f34ce924ebe761.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42cd5.md>)

[Implementation](<https://github.com/AngusDujw/FTD-distillation>)

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

### DIVER

Accuracy: 19.4. Result ID: 6a05729047f34ce924ebe75c.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

Recorded evaluation configuration: {"IPC":"1","Base Distillation Method":"EDF"}. This record does not assert independent reproduction.

### DIVER

Accuracy: 18. Result ID: 6a05729047f34ce924ebe756.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

Recorded evaluation configuration: {"IPC":"1","Base Distillation Method":"DM"}. This record does not assert independent reproduction.

### DIVER

Accuracy: 18. Result ID: 6a05729047f34ce924ebe758.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

Recorded evaluation configuration: {"IPC":"1","Base Distillation Method":"NCFM"}. This record does not assert independent reproduction.

### DIVER

Accuracy: 17.2. Result ID: 6a05729047f34ce924ebe75a.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

Recorded evaluation configuration: {"IPC":"1","Base Distillation Method":"MTT"}. This record does not assert independent reproduction.

### NCFM

Accuracy: 16.8. Result ID: 6a05729047f34ce924ebe757.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77281e209131cea71713.md>)

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

### EDF

Accuracy: 16.5. Result ID: 6a05729047f34ce924ebe75b.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b91e209131cea74f7b.md>)

[Implementation](<https://www.sota2.com/NUS-HPC-AI-Lab/EDF>)

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

### MTT

Accuracy: 14. Result ID: 6a05729047f34ce924ebe759.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee81e209131cea42cd5.md>)

[Implementation](<https://github.com/AngusDujw/FTD-distillation>)

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

### DM

Accuracy: 12.7. Result ID: 6a05729047f34ce924ebe755.

[Reporting paper](<https://www.sota2.com/research/paper/6a055714dbc836b87d828c8b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32385.md>)

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

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