# Image Classification on ImageNet (val) (Accuracy Drop) Source: [Image Classification on ImageNet (val) (Accuracy Drop)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:36.354Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, specifically measuring the percentage drop in accuracy, typically under adversarial or corrupted conditions. 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 (val) | | Metric | Accuracy Drop | | Unit | PERCENT | | Direction | Lower 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 - [Accuracy Drop](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy Drop | Result date | Report paper | | --- | --- | --- | --- | | GPTQ | 0.32 | Not recorded | 68fa7b251e209131cea86d79 | | Beacon | 0.34 | Not recorded | 68fa7b251e209131cea86d79 | | GPTQ | 0.42 | Not recorded | 68fa7b251e209131cea86d79 | | COMQ | 0.59 | Not recorded | 68fa7b251e209131cea86d79 | | Beacon | 1.05 | Not recorded | 68fa7b251e209131cea86d79 | | COMQ | 1.52 | Not recorded | 68fa7b251e209131cea86d79 | | GPTQ | 1.56 | Not recorded | 68fa7b251e209131cea86d79 | | GPTQ | 1.81 | Not recorded | 68fa7b251e209131cea86d79 | | Beacon | 4.55 | Not recorded | 68fa7b251e209131cea86d79 | | COMQ | 4.85 | Not recorded | 68fa7b251e209131cea86d79 | | GPTQ | 15.15 | Not recorded | 68fa7b251e209131cea86d79 | | GPTQ | 20.48 | Not recorded | 68fa7b251e209131cea86d79 | ### GPTQ Accuracy Drop: 0.32. Result ID: 699aa5615698665ec431d700. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"4-bit","LayerNorm adjustment":"after","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### Beacon Accuracy Drop: 0.34. Result ID: 699aa5615698665ec431d706. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"4-bit","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### GPTQ Accuracy Drop: 0.42. Result ID: 699aa5615698665ec431d6ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"4-bit","LayerNorm adjustment":"before","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### COMQ Accuracy Drop: 0.59. Result ID: 699aa5615698665ec431d703. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"4-bit","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### Beacon Accuracy Drop: 1.05. Result ID: 699aa5615698665ec431d705. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"3-bit","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### COMQ Accuracy Drop: 1.52. Result ID: 699aa5615698665ec431d702. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"3-bit","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### GPTQ Accuracy Drop: 1.56. Result ID: 699aa5615698665ec431d6fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"3-bit","LayerNorm adjustment":"after","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### GPTQ Accuracy Drop: 1.81. Result ID: 699aa5615698665ec431d6fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"3-bit","LayerNorm adjustment":"before","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### Beacon Accuracy Drop: 4.55. Result ID: 699aa5615698665ec431d704. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"2-bit","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### COMQ Accuracy Drop: 4.85. Result ID: 699aa5615698665ec431d701. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"2-bit","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### GPTQ Accuracy Drop: 15.15. Result ID: 699aa5615698665ec431d6fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"2-bit","LayerNorm adjustment":"after","Backbone":"DeiT-B"}. This record does not assert independent reproduction. ### GPTQ Accuracy Drop: 20.48. Result ID: 699aa5615698665ec431d6fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"bit-width":"2-bit","LayerNorm adjustment":"before","Backbone":"DeiT-B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.