# Image Classification on ImageNet 1K (test) (CA and ASR) Source: [Image Classification on ImageNet 1K (test) (CA and ASR)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:02.961Z Evaluation of Image Classification performance on the test split of the ImageNet 1k dataset, reporting Correctness/Accuracy (CA) and Accuracy/Success Rate (ASR). 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 1K (test) | | Metric | CA (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 - [CA (Accuracy)](): Higher is better; unit: PERCENT. - [ASR (Success Rate)](): Higher is better; unit: PERCENT. ## Recorded results | Method | CA (Accuracy) | Result date | Report paper | | --- | --- | --- | --- | | Clean | 59.69 | Not recorded | 6997ea6e09c33900fcd764e6 | | BadCLIP++ | 58.92 | Not recorded | 6997ea6e09c33900fcd764e6 | | MABA | 58.8 | Not recorded | 6997ea6e09c33900fcd764e6 | | mmPoison | 58.7 | Not recorded | 6997ea6e09c33900fcd764e6 | | Blended | 58.69 | Not recorded | 6997ea6e09c33900fcd764e6 | | BadNets | 58.67 | Not recorded | 6997ea6e09c33900fcd764e6 | | BadEncoder | 58.63 | Not recorded | 6997ea6e09c33900fcd764e6 | | INACTIVE | 58.62 | Not recorded | 6997ea6e09c33900fcd764e6 | | TrojVQA | 58.6 | Not recorded | 6997ea6e09c33900fcd764e6 | | BadCLIP | 58.6 | Not recorded | 6997ea6e09c33900fcd764e6 | | SSBA | 58.48 | Not recorded | 6997ea6e09c33900fcd764e6 | | SIG | 58.45 | Not recorded | 6997ea6e09c33900fcd764e6 | | WaNet | 58.42 | Not recorded | 6997ea6e09c33900fcd764e6 | | VLTrojan | 54.64 | Not recorded | 6997ea6e09c33900fcd764e6 | ### Clean CA (Accuracy): 59.69. Result ID: 699b07925698665ec49a0f13. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### BadCLIP++ CA (Accuracy): 58.92. Result ID: 699b07925698665ec49a0f20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### MABA CA (Accuracy): 58.8. Result ID: 699b07925698665ec49a0f1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### mmPoison CA (Accuracy): 58.7. Result ID: 699b07925698665ec49a0f1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### Blended CA (Accuracy): 58.69. Result ID: 699b07925698665ec49a0f15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### BadNets CA (Accuracy): 58.67. Result ID: 699b07925698665ec49a0f14. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### BadEncoder CA (Accuracy): 58.63. Result ID: 699b07925698665ec49a0f1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### INACTIVE CA (Accuracy): 58.62. Result ID: 699b07925698665ec49a0f1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### TrojVQA CA (Accuracy): 58.6. Result ID: 699b07925698665ec49a0f19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### BadCLIP CA (Accuracy): 58.6. Result ID: 699b07925698665ec49a0f1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SSBA CA (Accuracy): 58.48. Result ID: 699b07925698665ec49a0f18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SIG CA (Accuracy): 58.45. Result ID: 699b07925698665ec49a0f17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### WaNet CA (Accuracy): 58.42. Result ID: 699b07925698665ec49a0f16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### VLTrojan CA (Accuracy): 54.64. Result ID: 699b07925698665ec49a0f1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"CLIP RN50","Evaluation Protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.