# Image Classification on ImageNet-K

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

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

Data updated: 2026-02-26T06:06:47.002Z

Evaluation of Image Classification performance on the ImageNet-K 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) | ImageNet-K |
| Metric | Top-1 Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Top-1 Acc](<https://www.sota2.com/research/sota/image-classification-on-imagenet-k.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| TTL | 48.75 | Not recorded | 698abba9c97a0b3e3b5ddff6 |
| ZERO | 48.59 | Not recorded | 698abba9c97a0b3e3b5ddff6 |
| MTA | 48.48 | Not recorded | 698abba9c97a0b3e3b5ddff6 |
| Fair Context Learning | 48.25 | Not recorded | 698abba9c97a0b3e3b5ddff6 |
| TPS | 48.24 | Not recorded | 698abba9c97a0b3e3b5ddff6 |
| RLCF | 47.98 | Not recorded | 698abba9c97a0b3e3b5ddff6 |
| TPT | 47.92 | Not recorded | 698abba9c97a0b3e3b5ddff6 |
| R-TPT | 47.75 | Not recorded | 698abba9c97a0b3e3b5ddff6 |
| C-TPT | 47.48 | Not recorded | 698abba9c97a0b3e3b5ddff6 |
| CLIP | 46.15 | Not recorded | 698abba9c97a0b3e3b5ddff6 |

### TTL

Top-1 Acc: 48.75. Result ID: 699757fb5698665ec4aa154c.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa742e1e209131cea6048e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ZERO

Top-1 Acc: 48.59. Result ID: 699757fb5698665ec4aa154b.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75901e209131cea68a6d.md>)

[Implementation](<https://github.com/FarinaMatteo/zero>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MTA

Top-1 Acc: 48.48. Result ID: 699757fb5698665ec4aa154a.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73191e209131cea5a896.md>)

[Implementation](<https://github.com/MaxZanella/MTA>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Fair Context Learning

Top-1 Acc: 48.25. Result ID: 699757fb5698665ec4aa154f.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TPS

Top-1 Acc: 48.24. Result ID: 699757fb5698665ec4aa154d.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa762e1e209131cea6bb46.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### RLCF

Top-1 Acc: 47.98. Result ID: 699757fb5698665ec4aa1549.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72471e209131cea5581f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TPT

Top-1 Acc: 47.92. Result ID: 699757fb5698665ec4aa1547.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### R-TPT

Top-1 Acc: 47.75. Result ID: 699757fb5698665ec4aa154e.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7add1e209131cea8590d.md>)

[Implementation](<https://github.com/TomSheng21/R-TPT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### C-TPT

Top-1 Acc: 47.48. Result ID: 699757fb5698665ec4aa1548.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72bc1e209131cea58415.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLIP

Top-1 Acc: 46.15. Result ID: 699757fb5698665ec4aa1546.

[Reporting paper](<https://www.sota2.com/research/paper/698abba9c97a0b3e3b5ddff6.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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