# Image Classification on ImageNet 1K (Top-1 Accuracy, Delta Accuracy, and FLOPs Analysis) Source: [Image Classification on ImageNet 1K (Top-1 Accuracy, Delta Accuracy, and FLOPs Analysis)]() Collection index: [llms.txt]() Data updated: 2026-05-21T10:14:38.000Z Evaluation of Image Classification performance on the ImageNet-1K dataset, reporting Top-1 Accuracy, the change in Top-1 Accuracy, GFLOPs, and the corresponding change in computational complexity. 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 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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. - [Delta Top-1 Accuracy (pp)](): Higher is better; unit: SCALAR. - [GFLOPs](): Lower is better; unit: SIZE. - [Delta FLOPs (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 81.8 | Not recorded | 68fa7a6a1e209131cea83126 | | ITPruner | 81.2 | Not recorded | 68fa7a6a1e209131cea83126 | | FAIR-Pruner | 81.2 | Not recorded | 68fa7a6a1e209131cea83126 | | WDPruning | 80.76 | Not recorded | 68fa7a6a1e209131cea83126 | | IA-RED | 80.3 | Not recorded | 68fa7a6a1e209131cea83126 | ### Baseline Top-1 Accuracy: 81.8. Result ID: 6a0eda07fbc373592c06a277. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DeiT-B"}. This record does not assert independent reproduction. ### ITPruner Top-1 Accuracy: 81.2. Result ID: 6a0eda07fbc373592c06a27a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeiT-B"}. This record does not assert independent reproduction. ### FAIR-Pruner Top-1 Accuracy: 81.2. Result ID: 6a0eda07fbc373592c06a27b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeiT-B"}. This record does not assert independent reproduction. ### WDPruning Top-1 Accuracy: 80.76. Result ID: 6a0eda07fbc373592c06a278. [Reporting paper]() Recorded evaluation configuration: {"Model":"DeiT-B"}. This record does not assert independent reproduction. ### IA-RED Top-1 Accuracy: 80.3. Result ID: 6a0eda07fbc373592c06a279. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"DeiT-B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.