# Image Classification on ImageNet-R strong appearance-shift (test) Source: [Image Classification on ImageNet-R strong appearance-shift (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:33:09.312Z Evaluation of Image Classification performance on the ImageNet-R dataset under strong appearance shift conditions on the test split. 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-R strong appearance-shift (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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](): Higher is better; unit: PERCENT. - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Blended | 44.2 | Not recorded | 6997ea6e09c33900fcd764e6 | | SIG | 43.57 | Not recorded | 6997ea6e09c33900fcd764e6 | | WaNet | 43.56 | Not recorded | 6997ea6e09c33900fcd764e6 | | BadNets | 43.51 | Not recorded | 6997ea6e09c33900fcd764e6 | | BadCLIP++ | 43.22 | Not recorded | 6997ea6e09c33900fcd764e6 | | MABA | 43.19 | Not recorded | 6997ea6e09c33900fcd764e6 | | mmPoison | 43.14 | Not recorded | 6997ea6e09c33900fcd764e6 | | TrojVQA | 43.06 | Not recorded | 6997ea6e09c33900fcd764e6 | | BadCLIP | 42.87 | Not recorded | 6997ea6e09c33900fcd764e6 | | SSBA | 42.49 | Not recorded | 6997ea6e09c33900fcd764e6 | | Clean | 42.32 | Not recorded | 6997ea6e09c33900fcd764e6 | | INACTIVE | 42.32 | Not recorded | 6997ea6e09c33900fcd764e6 | | BadEncoder | 42.31 | Not recorded | 6997ea6e09c33900fcd764e6 | | VLTrojan | 37.02 | Not recorded | 6997ea6e09c33900fcd764e6 | ### Blended Accuracy: 44.2. Result ID: 699b07925698665ec49a0f5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### SIG Accuracy: 43.57. Result ID: 699b07925698665ec49a0f5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### WaNet Accuracy: 43.56. Result ID: 699b07925698665ec49a0f5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### BadNets Accuracy: 43.51. Result ID: 699b07925698665ec49a0f5a. [Reporting paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### BadCLIP++ Accuracy: 43.22. Result ID: 699b07925698665ec49a0f66. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### MABA Accuracy: 43.19. Result ID: 699b07925698665ec49a0f60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### mmPoison Accuracy: 43.14. Result ID: 699b07925698665ec49a0f64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### TrojVQA Accuracy: 43.06. Result ID: 699b07925698665ec49a0f5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### BadCLIP Accuracy: 42.87. Result ID: 699b07925698665ec49a0f65. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### SSBA Accuracy: 42.49. Result ID: 699b07925698665ec49a0f5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### Clean Accuracy: 42.32. Result ID: 699b07925698665ec49a0f59. [Reporting paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### INACTIVE Accuracy: 42.32. Result ID: 699b07925698665ec49a0f63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### BadEncoder Accuracy: 42.31. Result ID: 699b07925698665ec49a0f62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. ### VLTrojan Accuracy: 37.02. Result ID: 699b07925698665ec49a0f61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"mode":"zero-shot","backbone":"CLIP RN50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.