# Image Classification on ImageNet (val) (Top-1, Params, Entropy) Source: [Image Classification on ImageNet (val) (Top-1, Params, Entropy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:41.905Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting standard Top-1 accuracy, ensemble accuracy, model parameter count, and entropy. 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 | 31 of 31 | | 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. - [Top-1 Acc (Ensemble)](): Higher is better; unit: PERCENT. - [Entropy](): Lower is better; unit: SCALAR. - [Params (M)](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 79.9 | Not recorded | 68fa70cd1e209131cea4d41d | | Q-ViT | 78.1 | Not recorded | 68fa70cd1e209131cea4d41d | | Q-ViT | 78.1 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN | 78.1 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN (no prior) | 78 | Not recorded | 68fa70cd1e209131cea4d41d | | LSQ+ | 77.8 | Not recorded | 68fa70cd1e209131cea4d41d | | Baseline | 77.8 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN | 77.6 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN | 77.5 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN (no prior) | 77.2 | Not recorded | 68fa70cd1e209131cea4d41d | | Baseline | 76.1 | Not recorded | 68fa70cd1e209131cea4d41d | | WFN | 76 | Not recorded | 68fa70cd1e209131cea4d41d | | LSQ | 75.8 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN | 74.3 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN (no prior) | 73.5 | Not recorded | 68fa70cd1e209131cea4d41d | | APoT | 73.4 | Not recorded | 68fa70cd1e209131cea4d41d | | Baseline | 73.3 | Not recorded | 68fa70cd1e209131cea4d41d | | WFN | 73 | Not recorded | 68fa70cd1e209131cea4d41d | | Baseline | 72.9 | Not recorded | 68fa70cd1e209131cea4d41d | | LSQ | 71.9 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN (no prior) | 71.4 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN | 71.2 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN | 70 | Not recorded | 68fa70cd1e209131cea4d41d | | APoT | 69.9 | Not recorded | 68fa70cd1e209131cea4d41d | | WFN | 69.7 | Not recorded | 68fa70cd1e209131cea4d41d | | Q-ViT | 69.6 | Not recorded | 68fa70cd1e209131cea4d41d | | Q-ViT | 69.6 | Not recorded | 68fa70cd1e209131cea4d41d | | PWFN (no prior) | 69.3 | Not recorded | 68fa70cd1e209131cea4d41d | | Baseline | 68.9 | Not recorded | 68fa70cd1e209131cea4d41d | | LSQ | 68.2 | Not recorded | 68fa70cd1e209131cea4d41d | | LSQ+ | 68.1 | Not recorded | 68fa70cd1e209131cea4d41d | ### Baseline Top-1 Acc: 79.9. Result ID: 699159f83a6c314849078920. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeiT-Small"}. This record does not assert independent reproduction. ### Q-ViT Top-1 Acc: 78.1. Result ID: 699159f83a6c314849078922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeiT-Small","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":true,"Separate Codebook (Attn)":true,"w/o FL-Bias":false}. This record does not assert independent reproduction. ### Q-ViT Top-1 Acc: 78.1. Result ID: 699159f83a6c314849078923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeiT-Small","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":true,"Separate Codebook (Attn)":true,"w/o FL-Bias":true}. This record does not assert independent reproduction. ### PWFN Top-1 Acc: 78.1. Result ID: 699159f83a6c314849078925. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DeiT-Small","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false,"Separate Codebook (Attn)":false}. This record does not assert independent reproduction. ### PWFN (no prior) Top-1 Acc: 78. Result ID: 699159f83a6c314849078924. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DeiT-Small","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false,"Separate Codebook (Attn)":false}. This record does not assert independent reproduction. ### LSQ+ Top-1 Acc: 77.8. Result ID: 699159f83a6c314849078921. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeiT-Small","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":true,"Separate Codebook (Attn)":false}. This record does not assert independent reproduction. ### Baseline Top-1 Acc: 77.8. Result ID: 699159f83a6c31484907892c. [Reporting paper]() Recorded evaluation configuration: {"Model":"DenseNet161"}. This record does not assert independent reproduction. ### PWFN Top-1 Acc: 77.6. Result ID: 699159f83a6c31484907892d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DenseNet161","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### PWFN Top-1 Acc: 77.5. Result ID: 699159f83a6c31484907891f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-50","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### PWFN (no prior) Top-1 Acc: 77.2. Result ID: 699159f83a6c31484907891e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-50","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### Baseline Top-1 Acc: 76.1. Result ID: 699159f83a6c31484907891b. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-50"}. This record does not assert independent reproduction. ### WFN Top-1 Acc: 76. Result ID: 699159f83a6c31484907891d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-50","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### LSQ Top-1 Acc: 75.8. Result ID: 699159f83a6c31484907891c. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-50","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### PWFN Top-1 Acc: 74.3. Result ID: 699159f83a6c31484907891a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-34","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### PWFN (no prior) Top-1 Acc: 73.5. Result ID: 699159f83a6c314849078919. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-34","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### APoT Top-1 Acc: 73.4. Result ID: 699159f83a6c314849078917. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### Baseline Top-1 Acc: 73.3. Result ID: 699159f83a6c314849078915. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-34"}. This record does not assert independent reproduction. ### WFN Top-1 Acc: 73. Result ID: 699159f83a6c314849078918. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### Baseline Top-1 Acc: 72.9. Result ID: 699159f83a6c314849078926. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeiT-Tiny"}. This record does not assert independent reproduction. ### LSQ Top-1 Acc: 71.9. Result ID: 699159f83a6c314849078916. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-34","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### PWFN (no prior) Top-1 Acc: 71.4. Result ID: 699159f83a6c31484907892a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DeiT-Tiny","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false,"Separate Codebook (Attn)":false}. This record does not assert independent reproduction. ### PWFN Top-1 Acc: 71.2. Result ID: 699159f83a6c31484907892b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DeiT-Tiny","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false,"Separate Codebook (Attn)":false}. This record does not assert independent reproduction. ### PWFN Top-1 Acc: 70. Result ID: 699159f83a6c314849078914. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-18","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### APoT Top-1 Acc: 69.9. Result ID: 699159f83a6c314849078911. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### WFN Top-1 Acc: 69.7. Result ID: 699159f83a6c314849078912. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-18","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### Q-ViT Top-1 Acc: 69.6. Result ID: 699159f83a6c314849078928. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeiT-Tiny","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":true,"Separate Codebook (Attn)":true,"w/o FL-Bias":false}. This record does not assert independent reproduction. ### Q-ViT Top-1 Acc: 69.6. Result ID: 699159f83a6c314849078929. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeiT-Tiny","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":true,"Separate Codebook (Attn)":true,"w/o FL-Bias":true}. This record does not assert independent reproduction. ### PWFN (no prior) Top-1 Acc: 69.3. Result ID: 699159f83a6c314849078913. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-18","Separate Codebook (Layer)":false,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### Baseline Top-1 Acc: 68.9. Result ID: 699159f83a6c31484907890f. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-18"}. This record does not assert independent reproduction. ### LSQ Top-1 Acc: 68.2. Result ID: 699159f83a6c314849078910. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet-18","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":false}. This record does not assert independent reproduction. ### LSQ+ Top-1 Acc: 68.1. Result ID: 699159f83a6c314849078927. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeiT-Tiny","Separate Codebook (Layer)":true,"Separate Codebook (In-ch)":true,"Separate Codebook (Attn)":false}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.