# Image Classification on ImageNet 32 (val) Source: [Image Classification on ImageNet 32 (val)]() Collection index: [llms.txt]() Data updated: 2026-05-19T07:21:53.072Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset specifically using the 32x32 resolution subset, reporting Top-1 accuracy. 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 32 (val) | | Metric | Top-1 Accuracy | | 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 - [Top-1 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Full-precision | 84.5 | Not recorded | 6a0bee88dbc836b87d82c379 | | Full-precision | 83.2 | Not recorded | 6a0bee88dbc836b87d82c379 | | RepQ-ViT + NBC | 81.2 | Not recorded | 6a0bee88dbc836b87d82c379 | | RepQ-ViT + QwT-v2 | 80.3 | Not recorded | 6a0bee88dbc836b87d82c379 | | RepQ-ViT | 80.2 | Not recorded | 6a0bee88dbc836b87d82c379 | | RepQ-ViT + NBC | 77.6 | Not recorded | 6a0bee88dbc836b87d82c379 | | RepQ-ViT + QwT-v2 | 75.6 | Not recorded | 6a0bee88dbc836b87d82c379 | | Full-precision | 72.1 | Not recorded | 6a0bee88dbc836b87d82c379 | | RepQ-ViT | 69.1 | Not recorded | 6a0bee88dbc836b87d82c379 | | RepQ-ViT + NBC | 61.9 | Not recorded | 6a0bee88dbc836b87d82c379 | | RepQ-ViT + QwT-v2 | 59.9 | Not recorded | 6a0bee88dbc836b87d82c379 | | RepQ-ViT | 57.6 | Not recorded | 6a0bee88dbc836b87d82c379 | ### Full-precision Top-1 Accuracy: 84.5. Result ID: 6a0c0f74fbc373592c01b1ac. [Reporting paper]() Recorded evaluation configuration: {"Network":"ViT-B","#Bits":"32/32","Size":"346.3"}. This record does not assert independent reproduction. ### Full-precision Top-1 Accuracy: 83.2. Result ID: 6a0c0f74fbc373592c01b1b0. [Reporting paper]() Recorded evaluation configuration: {"Network":"Swin-S","#Bits":"32/32","Size":"198.4"}. This record does not assert independent reproduction. ### RepQ-ViT + NBC Top-1 Accuracy: 81.2. Result ID: 6a0c0f74fbc373592c01b1b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"Swin-S","#Bits":"4/4","Size":"33.7"}. This record does not assert independent reproduction. ### RepQ-ViT + QwT-v2 Top-1 Accuracy: 80.3. Result ID: 6a0c0f74fbc373592c01b1b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"Swin-S","#Bits":"4/4","Size":"26.4"}. This record does not assert independent reproduction. ### RepQ-ViT Top-1 Accuracy: 80.2. Result ID: 6a0c0f74fbc373592c01b1b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"Swin-S","#Bits":"4/4","Size":"25.8"}. This record does not assert independent reproduction. ### RepQ-ViT + NBC Top-1 Accuracy: 77.6. Result ID: 6a0c0f74fbc373592c01b1af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ViT-B","#Bits":"4/4","Size":"59.1"}. This record does not assert independent reproduction. ### RepQ-ViT + QwT-v2 Top-1 Accuracy: 75.6. Result ID: 6a0c0f74fbc373592c01b1ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ViT-B","#Bits":"4/4","Size":"45.6"}. This record does not assert independent reproduction. ### Full-precision Top-1 Accuracy: 72.1. Result ID: 6a0c0f74fbc373592c01b1a8. [Reporting paper]() Recorded evaluation configuration: {"Network":"DeiT-T","#Bits":"32/32","Size":"22.9"}. This record does not assert independent reproduction. ### RepQ-ViT Top-1 Accuracy: 69.1. Result ID: 6a0c0f74fbc373592c01b1ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"ViT-B","#Bits":"4/4","Size":"44.9"}. This record does not assert independent reproduction. ### RepQ-ViT + NBC Top-1 Accuracy: 61.9. Result ID: 6a0c0f74fbc373592c01b1ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"DeiT-T","#Bits":"4/4","Size":"4.2"}. This record does not assert independent reproduction. ### RepQ-ViT + QwT-v2 Top-1 Accuracy: 59.9. Result ID: 6a0c0f74fbc373592c01b1aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"DeiT-T","#Bits":"4/4","Size":"3.4"}. This record does not assert independent reproduction. ### RepQ-ViT Top-1 Accuracy: 57.6. Result ID: 6a0c0f74fbc373592c01b1a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Network":"DeiT-T","#Bits":"4/4","Size":"3.3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.