# Image Classification on ImageNet (val) (Top-1 Accuracy, Model Size) Source: [Image Classification on ImageNet (val) (Top-1 Accuracy, Model Size)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:39.792Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting Top-1 Accuracy and Model Size. 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 | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 Acc](): Higher is better; unit: PERCENT. - [Model Size (M)](): Lower is better; unit: SIZE. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Uncompressed | 81.6 | Not recorded | 68fa6dab1e209131cea3b54d | | DiffQ | 81.5 | Not recorded | 68fa6dab1e209131cea3b54d | | QAT | 81.3 | Not recorded | 68fa6dab1e209131cea3b54d | | DiffQ | 80.8 | Not recorded | 68fa6dab1e209131cea3b54d | | PQ | 80 | Not recorded | 68fa6dab1e209131cea3b54d | | QAT | 57.3 | Not recorded | 68fa6dab1e209131cea3b54d | ### Uncompressed Top-1 Acc: 81.6. Result ID: 698fd0d43a6c314849fc10f5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"EfficientNet-b3"}. This record does not assert independent reproduction. ### DiffQ Top-1 Acc: 81.5. Result ID: 698fd0d43a6c314849fc10fa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"EfficientNet-b3","Lambda (λ)":"0.01"}. This record does not assert independent reproduction. ### QAT Top-1 Acc: 81.3. Result ID: 698fd0d43a6c314849fc10f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"EfficientNet-b3","Bit-width":"8 bits"}. This record does not assert independent reproduction. ### DiffQ Top-1 Acc: 80.8. Result ID: 698fd0d43a6c314849fc10f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"EfficientNet-b3","Lambda (λ)":"0.05"}. This record does not assert independent reproduction. ### PQ Top-1 Acc: 80. Result ID: 698fd0d43a6c314849fc10f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"EfficientNet-b3"}. This record does not assert independent reproduction. ### QAT Top-1 Acc: 57.3. Result ID: 698fd0d43a6c314849fc10f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"EfficientNet-b3","Bit-width":"4 bits"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.