# Targeted Adversarial Attack on ImageNet RN-50 Source 1k (val)

Source: [Targeted Adversarial Attack on ImageNet RN-50 Source 1k (val)](<https://www.sota2.com/research/sota/targeted-adversarial-attack-on-imagenet-rn-50-source-1k-val>)

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

Data updated: 2026-02-26T06:08:15.816Z

Evaluation of targeted adversarial attack effectiveness on the specific 'RN-50 Source' validation split of ImageNet 1k, reporting performance metrics against a suite of Vision Transformer and related models (ViT, LeViT, PiT, etc.).

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 | Targeted Adversarial Attack |
| Dataset (including any stated split) | ImageNet RN-50 Source 1k (val) |
| Metric | ViT Performance Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [ViT Performance Score](<https://www.sota2.com/research/sota/targeted-adversarial-attack-on-imagenet-rn-50-source-1k-val.md?metric=ViT%20Performance%20Score>): Higher is better; unit: SCALAR.

- [LeViT Performance Score](<https://www.sota2.com/research/sota/targeted-adversarial-attack-on-imagenet-rn-50-source-1k-val.md?metric=LeViT%20Performance%20Score>): Higher is better; unit: SCALAR.

- [ConViT Performance Score](<https://www.sota2.com/research/sota/targeted-adversarial-attack-on-imagenet-rn-50-source-1k-val.md?metric=ConViT%20Performance%20Score>): Higher is better; unit: SCALAR.

- [Twins Performance Score](<https://www.sota2.com/research/sota/targeted-adversarial-attack-on-imagenet-rn-50-source-1k-val.md?metric=Twins%20Performance%20Score>): Higher is better; unit: SCALAR.

- [PiT Performance Score](<https://www.sota2.com/research/sota/targeted-adversarial-attack-on-imagenet-rn-50-source-1k-val.md?metric=PiT%20Performance%20Score>): Higher is better; unit: SCALAR.

- [Average Performance Score](<https://www.sota2.com/research/sota/targeted-adversarial-attack-on-imagenet-rn-50-source-1k-val.md?metric=Average%20Performance%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ViT Performance Score | Result date | Report paper |
| --- | --- | --- | --- |
| RDI-FTM-E | 6.8 | Not recorded | 68fa77931e209131cea740d1 |
| RDI-FTM | 5.9 | Not recorded | 68fa77931e209131cea740d1 |
| ODI | 5.1 | Not recorded | 68fa77931e209131cea740d1 |
| RDI-CFM | 4.3 | Not recorded | 68fa77931e209131cea740d1 |
| RDI-SI | 2.9 | Not recorded | 68fa77931e209131cea740d1 |
| RDI-VT | 2.9 | Not recorded | 68fa77931e209131cea740d1 |
| RDI-Admix | 1.3 | Not recorded | 68fa77931e209131cea740d1 |
| RDI-SU | 0.8 | Not recorded | 68fa77931e209131cea740d1 |
| RDI | 0.7 | Not recorded | 68fa77931e209131cea740d1 |
| DI | 0.2 | Not recorded | 68fa77931e209131cea740d1 |

### RDI-FTM-E

ViT Performance Score: 6.8. Result ID: 699542de3badfaffe62ed6d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

[Implementation](<https://github.com/uhiu/feature-tuning-mixup>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":2.92,"MI-TI":true}. This record does not assert independent reproduction.

### RDI-FTM

ViT Performance Score: 5.9. Result ID: 699542de3badfaffe62ed6d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

[Implementation](<https://github.com/uhiu/feature-tuning-mixup>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":1.54,"MI-TI":true}. This record does not assert independent reproduction.

### ODI

ViT Performance Score: 5.1. Result ID: 699542de3badfaffe62ed6d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0f1e209131cea31cc7.md>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":4.38,"MI-TI":true}. This record does not assert independent reproduction.

### RDI-CFM

ViT Performance Score: 4.3. Result ID: 699542de3badfaffe62ed6d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":1.39,"MI-TI":true}. This record does not assert independent reproduction.

### RDI-SI

ViT Performance Score: 2.9. Result ID: 699542de3badfaffe62ed6ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":5.95,"MI-TI":true}. This record does not assert independent reproduction.

### RDI-VT

ViT Performance Score: 2.9. Result ID: 699542de3badfaffe62ed6cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":7.16,"MI-TI":true}. This record does not assert independent reproduction.

### RDI-Admix

ViT Performance Score: 1.3. Result ID: 699542de3badfaffe62ed6d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":3.55,"MI-TI":true}. This record does not assert independent reproduction.

### RDI-SU

ViT Performance Score: 0.8. Result ID: 699542de3badfaffe62ed6d1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":2.21,"MI-TI":true}. This record does not assert independent reproduction.

### RDI

ViT Performance Score: 0.7. Result ID: 699542de3badfaffe62ed6cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b6b1e209131cea2e3b5.md>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":1.23,"MI-TI":true}. This record does not assert independent reproduction.

### DI

ViT Performance Score: 0.2. Result ID: 699542de3badfaffe62ed6cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea740d1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65dc1e209131cea0ceaa.md>)

Recorded evaluation configuration: {"Source Model":"RN-50","Time (s)":1.37,"MI-TI":true}. This record does not assert independent reproduction.

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