# Image Recognition on ImageNet 1K (val)

Source: [Image Recognition on ImageNet 1K (val)](<https://www.sota2.com/research/sota/image-recognition-on-imagenet-1k-val>)

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

Data updated: 2026-02-26T05:38:12.427Z

Evaluation of Image Recognition performance on the validation split of ImageNet 1K, reporting CDA, ASR, TAR, TPN, and TBN 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 Recognition |
| Dataset (including any stated split) | ImageNet 1K (val) |
| Metric | CDA |
| 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

- [CDA](<https://www.sota2.com/research/sota/image-recognition-on-imagenet-1k-val.md?metric=CDA>): Higher is better; unit: PERCENT.

- [ASR](<https://www.sota2.com/research/sota/image-recognition-on-imagenet-1k-val.md?metric=ASR>): Higher is better; unit: PERCENT.

- [TAR](<https://www.sota2.com/research/sota/image-recognition-on-imagenet-1k-val.md?metric=TAR>): Higher is better; unit: PERCENT.

- [TPN](<https://www.sota2.com/research/sota/image-recognition-on-imagenet-1k-val.md?metric=TPN>): Higher is better; unit: SCALAR.

- [TBN](<https://www.sota2.com/research/sota/image-recognition-on-imagenet-1k-val.md?metric=TBN>): Higher is better; unit: SCALAR.

## Recorded results

| Method | CDA | Result date | Report paper |
| --- | --- | --- | --- |
| TBT | 79.47 | Not recorded | 68fa708e1e209131cea4bbe3 |
| Proflip | 79.47 | Not recorded | 68fa708e1e209131cea4bbe3 |
| DBIA | 79.47 | Not recorded | 68fa708e1e209131cea4bbe3 |
| BAVT | 79.47 | Not recorded | 68fa708e1e209131cea4bbe3 |
| DBAVT | 79.47 | Not recorded | 68fa708e1e209131cea4bbe3 |
| TrojViT | 79.47 | Not recorded | 68fa708e1e209131cea4bbe3 |
| TrojViT | 79.19 | Not recorded | 68fa708e1e209131cea4bbe3 |
| DBIA | 78.32 | Not recorded | 68fa708e1e209131cea4bbe3 |
| BAVT | 77.78 | Not recorded | 68fa708e1e209131cea4bbe3 |
| DBAVT | 77.48 | Not recorded | 68fa708e1e209131cea4bbe3 |
| Proflip | 70.54 | Not recorded | 68fa708e1e209131cea4bbe3 |
| TBT | 68.96 | Not recorded | 68fa708e1e209131cea4bbe3 |

### TBT

CDA: 79.47. Result ID: 699134ae3a6c314849067a23.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea1513e.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Clean"}. This record does not assert independent reproduction.

### Proflip

CDA: 79.47. Result ID: 699134ae3a6c314849067a25.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Clean"}. This record does not assert independent reproduction.

### DBIA

CDA: 79.47. Result ID: 699134ae3a6c314849067a27.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d86b.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Clean"}. This record does not assert independent reproduction.

### BAVT

CDA: 79.47. Result ID: 699134ae3a6c314849067a29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd31e209131cea3605f.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Clean"}. This record does not assert independent reproduction.

### DBAVT

CDA: 79.47. Result ID: 699134ae3a6c314849067a2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5b1e209131cea3f4ff.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Clean"}. This record does not assert independent reproduction.

### TrojViT

CDA: 79.47. Result ID: 699134ae3a6c314849067a2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Implementation](<https://github.com/mxzheng/TrojViT>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Clean"}. This record does not assert independent reproduction.

### TrojViT

CDA: 79.19. Result ID: 699134ae3a6c314849067a2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Implementation](<https://github.com/mxzheng/TrojViT>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Backdoored"}. This record does not assert independent reproduction.

### DBIA

CDA: 78.32. Result ID: 699134ae3a6c314849067a26.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4f1e209131cea2d86b.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Backdoored"}. This record does not assert independent reproduction.

### BAVT

CDA: 77.78. Result ID: 699134ae3a6c314849067a28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd31e209131cea3605f.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Backdoored"}. This record does not assert independent reproduction.

### DBAVT

CDA: 77.48. Result ID: 699134ae3a6c314849067a2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5b1e209131cea3f4ff.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Backdoored"}. This record does not assert independent reproduction.

### Proflip

CDA: 70.54. Result ID: 699134ae3a6c314849067a24.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Backdoored"}. This record does not assert independent reproduction.

### TBT

CDA: 68.96. Result ID: 699134ae3a6c314849067a22.

[Reporting paper](<https://www.sota2.com/research/paper/68fa708e1e209131cea4bbe3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea1513e.md>)

Recorded evaluation configuration: {"Backbone":"DeiT-small","Model State":"Backdoored"}. This record does not assert independent reproduction.

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