# Image Classification on ImageNet 2009 (test)

Source: [Image Classification on ImageNet 2009 (test)](<https://www.sota2.com/research/sota/image-classification-on-imagenet-2009-test>)

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

Data updated: 2026-06-30T07:01:56.363Z

Evaluation of Image Classification performance on the test split of the ImageNet 2009 dataset, measured using Accuracy and Gain.

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) | ImageNet 2009 (test) |
| 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-imagenet-2009-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Gain](<https://www.sota2.com/research/sota/image-classification-on-imagenet-2009-test.md?metric=Gain>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ComMem | 64.05 | Not recorded | 6a434d5eba73165dbb743703 |
| DPE | 63.41 | Not recorded | 6a434d5eba73165dbb743703 |
| TDA | 61.35 | Not recorded | 6a434d5eba73165dbb743703 |
| DiffTPT | 60.8 | Not recorded | 6a434d5eba73165dbb743703 |
| TPT | 60.74 | Not recorded | 6a434d5eba73165dbb743703 |
| CLIP | 59.81 | Not recorded | 6a434d5eba73165dbb743703 |

### ComMem

Accuracy: 64.05. Result ID: 6a4369c9fbc373592c931a80.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743703.md>)

Recorded evaluation configuration: {"Testing Time":"1 h 32 min","Parameter":"4.08 M"}. This record does not assert independent reproduction.

### DPE

Accuracy: 63.41. Result ID: 6a4369c9fbc373592c931a7f.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753f1e209131cea66cea.md>)

[Implementation](<https://github.com/zhangce01/DPE-CLIP>)

Recorded evaluation configuration: {"Testing Time":"1 h 30 min","Parameter":"3.91 M"}. This record does not assert independent reproduction.

### TDA

Accuracy: 61.35. Result ID: 6a4369c9fbc373592c931a7e.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b61e209131cea581b5.md>)

Recorded evaluation configuration: {"Testing Time":"53 min","Parameter":"0.00 M"}. This record does not assert independent reproduction.

### DiffTPT

Accuracy: 60.8. Result ID: 6a4369c9fbc373592c931a7d.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70551e209131cea4a4eb.md>)

Recorded evaluation configuration: {"Testing Time":"\> 15 h"}. This record does not assert independent reproduction.

### TPT

Accuracy: 60.74. Result ID: 6a4369c9fbc373592c931a7c.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743703.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea399f9.md>)

[Implementation](<https://tinyurl.com/yr3zmhma>)

Recorded evaluation configuration: {"Testing Time":"7 h 33 min","Parameter":"0.01 M"}. This record does not assert independent reproduction.

### CLIP

Accuracy: 59.81. Result ID: 6a4369c9fbc373592c931a7b.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d5eba73165dbb743703.md>)

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

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

Recorded evaluation configuration: {"Testing Time":"7 min","Parameter":"0.00 M"}. This record does not assert independent reproduction.

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