# Image Classification on ImageNet-1k (val) (Top-1 Accuracy, MACs, Parameters, and Accuracy Retention) Source: [Image Classification on ImageNet-1k (val) (Top-1 Accuracy, MACs, Parameters, and Accuracy Retention)]() Collection index: [llms.txt]() Data updated: 2026-04-02T09:17:19.151Z Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting Top-1 Accuracy alongside model efficiency metrics (MACs, Parameters) and Accuracy Retention percentage. 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 (val) | | Metric | MACs (G) | | Unit | SIZE | | Direction | Lower is better | | Results loaded | 14 of 14 | | 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 - [MACs (G)](): Lower is better; unit: SIZE. - [Parameters (M)](): Lower is better; unit: SIZE. - [Accuracy Retention (%)](): Higher is better; unit: PERCENT. - [Top-1 Accuracy (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | MACs (G) | Result date | Report paper | | --- | --- | --- | --- | | VBP | 0.94 | Not recorded | 68fa7a0b1e209131cea80c66 | | DeiT-T | 1.26 | Not recorded | 68fa7a0b1e209131cea80c66 | | VBP | 3.21 | Not recorded | 68fa7a0b1e209131cea80c66 | | VBP | 3.23 | Not recorded | 68fa7a0b1e209131cea80c66 | | Swin-T | 4.5 | Not recorded | 68fa7a0b1e209131cea80c66 | | DeiT-S | 4.61 | Not recorded | 68fa7a0b1e209131cea80c66 | | VBP | 5.63 | Not recorded | 68fa7a0b1e209131cea80c66 | | Swin-S | 8.76 | Not recorded | 68fa7a0b1e209131cea80c66 | | VBP | 10.22 | Not recorded | 68fa7a0b1e209131cea80c66 | | VBP | 11.44 | Not recorded | 68fa7a0b1e209131cea80c66 | | VBP | 13.58 | Not recorded | 68fa7a0b1e209131cea80c66 | | VBP | 15.35 | Not recorded | 68fa7a0b1e209131cea80c66 | | Swin-B | 15.46 | Not recorded | 68fa7a0b1e209131cea80c66 | | DeiT-B | 17.58 | Not recorded | 68fa7a0b1e209131cea80c66 | ### VBP MACs (G): 0.94. Result ID: 69ce341c47f34ce924b79c7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-T","Pruning Rate":"45%"}. This record does not assert independent reproduction. ### DeiT-T MACs (G): 1.26. Result ID: 69ce341c47f34ce924b79c7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pruning Status":"Full baseline"}. This record does not assert independent reproduction. ### VBP MACs (G): 3.21. Result ID: 69ce341c47f34ce924b79c7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-S","Pruning Rate":"50%"}. This record does not assert independent reproduction. ### VBP MACs (G): 3.23. Result ID: 69ce341c47f34ce924b79c84. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-T","Pruning Rate":"45%"}. This record does not assert independent reproduction. ### Swin-T MACs (G): 4.5. Result ID: 69ce341c47f34ce924b79c83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pruning Status":"Full baseline"}. This record does not assert independent reproduction. ### DeiT-S MACs (G): 4.61. Result ID: 69ce341c47f34ce924b79c7e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pruning Status":"Full baseline"}. This record does not assert independent reproduction. ### VBP MACs (G): 5.63. Result ID: 69ce341c47f34ce924b79c86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-S","Pruning Rate":"50%"}. This record does not assert independent reproduction. ### Swin-S MACs (G): 8.76. Result ID: 69ce341c47f34ce924b79c85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pruning Status":"Full baseline"}. This record does not assert independent reproduction. ### VBP MACs (G): 10.22. Result ID: 69ce341c47f34ce924b79c88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Pruning Rate":"55%"}. This record does not assert independent reproduction. ### VBP MACs (G): 11.44. Result ID: 69ce341c47f34ce924b79c81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Pruning Rate":"55%"}. This record does not assert independent reproduction. ### VBP MACs (G): 13.58. Result ID: 69ce341c47f34ce924b79c89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Swin-B","Pruning Rate":"20%"}. This record does not assert independent reproduction. ### VBP MACs (G): 15.35. Result ID: 69ce341c47f34ce924b79c82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeiT-B","Pruning Rate":"20%"}. This record does not assert independent reproduction. ### Swin-B MACs (G): 15.46. Result ID: 69ce341c47f34ce924b79c87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pruning Status":"Full baseline"}. This record does not assert independent reproduction. ### DeiT-B MACs (G): 17.58. Result ID: 69ce341c47f34ce924b79c80. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pruning Status":"Full baseline"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.