# Image Classification on ImageNet 1K (val) (Top-1 Accuracy and Power) Source: [Image Classification on ImageNet 1K (val) (Top-1 Accuracy and Power)]() Collection index: [llms.txt]() Data updated: 2026-05-12T07:30:47.921Z Evaluation of Image Classification performance on the validation split of ImageNet 1K, reporting standard Top-1 Accuracy alongside energy efficiency (Power consumption). 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 | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [Power (mJ)](): Lower is better; unit: OTHER. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MSViT | 82.96 | Not recorded | 6a02b3f3dbc836b87d824564 | | DeiT | 81.8 | Not recorded | 6a02b3f3dbc836b87d824564 | | SAFformer | 80.44 | Not recorded | 6a02b3f3dbc836b87d824564 | | MSViT | 80.09 | Not recorded | 6a02b3f3dbc836b87d824564 | | Max-Former | 79.86 | Not recorded | 6a02b3f3dbc836b87d824564 | | DeiT | 79.8 | Not recorded | 6a02b3f3dbc836b87d824564 | | E-SpikeFormer | 79.8 | Not recorded | 6a02b3f3dbc836b87d824564 | | SAFformer | 79.19 | Not recorded | 6a02b3f3dbc836b87d824564 | | QSD-Transformer | 78.9 | Not recorded | 6a02b3f3dbc836b87d824564 | | STA | 78.72 | Not recorded | 6a02b3f3dbc836b87d824564 | | MST | 78.51 | Not recorded | 6a02b3f3dbc836b87d824564 | | E-SpikeFormer | 78.5 | Not recorded | 6a02b3f3dbc836b87d824564 | | Max-Former | 77.82 | Not recorded | 6a02b3f3dbc836b87d824564 | | QSD-Transformer | 77.5 | Not recorded | 6a02b3f3dbc836b87d824564 | | S-Transformer v2 | 77.2 | Not recorded | 6a02b3f3dbc836b87d824564 | | S-Transformer v2 | 74.1 | Not recorded | 6a02b3f3dbc836b87d824564 | | Spikformer | 73.38 | Not recorded | 6a02b3f3dbc836b87d824564 | | Spikformer | 70.24 | Not recorded | 6a02b3f3dbc836b87d824564 | ### MSViT Top-1 Accuracy: 82.96. Result ID: 6a02d71b47f34ce924e54861. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"MSViT-10-512","Param (M)":"30.23","Time Step":"4×1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### DeiT Top-1 Accuracy: 81.8. Result ID: 6a02d71b47f34ce924e54857. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"ANN","Architecture":"DeiT-B","Param (M)":"86.59","Time Step":"1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### SAFformer Top-1 Accuracy: 80.44. Result ID: 6a02d71b47f34ce924e54867. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"SAFformer-10-512","Param (M)":"26.58","Time Step":"1×4","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### MSViT Top-1 Accuracy: 80.09. Result ID: 6a02d71b47f34ce924e54860. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"MSViT-10-384","Param (M)":"17.69","Time Step":"4×1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### Max-Former Top-1 Accuracy: 79.86. Result ID: 6a02d71b47f34ce924e5485f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"Max-10-512","Param (M)":"28.65","Time Step":"4×1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### DeiT Top-1 Accuracy: 79.8. Result ID: 6a02d71b47f34ce924e54856. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"ANN","Architecture":"DeiT-S","Param (M)":"22.00","Time Step":"1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### E-SpikeFormer Top-1 Accuracy: 79.8. Result ID: 6a02d71b47f34ce924e54863. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"E-SpikeFormer-M","Param (M)":"19.00","Time Step":"1×4","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### SAFformer Top-1 Accuracy: 79.19. Result ID: 6a02d71b47f34ce924e54866. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"SAFformer-10-384","Param (M)":"15.12","Time Step":"1×4","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### QSD-Transformer Top-1 Accuracy: 78.9. Result ID: 6a02d71b47f34ce924e54865. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"S-Transformer v2-M†","Param (M)":"3.90","Time Step":"1×4","Input Size":"224 x 224","Knowledge Distillation":"true"}. This record does not assert independent reproduction. ### STA Top-1 Accuracy: 78.72. Result ID: 6a02d71b47f34ce924e54859. [Reporting paper]() Recorded evaluation configuration: {"Type":"A2S","Architecture":"ViT-B/32","Param (M)":"86.00","Time Step":"32","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### MST Top-1 Accuracy: 78.51. Result ID: 6a02d71b47f34ce924e54858. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"A2S","Architecture":"Swin Transformer-T","Param (M)":"28.50","Time Step":"512","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### E-SpikeFormer Top-1 Accuracy: 78.5. Result ID: 6a02d71b47f34ce924e54862. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"E-SpikeFormer-S","Param (M)":"10.00","Time Step":"1×4","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### Max-Former Top-1 Accuracy: 77.82. Result ID: 6a02d71b47f34ce924e5485e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"Max-10-384","Param (M)":"16.23","Time Step":"4×1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### QSD-Transformer Top-1 Accuracy: 77.5. Result ID: 6a02d71b47f34ce924e54864. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"S-Transformer v2-T†","Param (M)":"1.80","Time Step":"1×4","Input Size":"224 x 224","Knowledge Distillation":"true"}. This record does not assert independent reproduction. ### S-Transformer v2 Top-1 Accuracy: 77.2. Result ID: 6a02d71b47f34ce924e5485d. [Reporting paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"S-Transformer v2-8-512","Param (M)":"31.30","Time Step":"4×1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### S-Transformer v2 Top-1 Accuracy: 74.1. Result ID: 6a02d71b47f34ce924e5485c. [Reporting paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"S-Transformer v2-8-384","Param (M)":"15.10","Time Step":"4×1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### Spikformer Top-1 Accuracy: 73.38. Result ID: 6a02d71b47f34ce924e5485b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"Spikformer-8-512","Param (M)":"29.68","Time Step":"4×1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. ### Spikformer Top-1 Accuracy: 70.24. Result ID: 6a02d71b47f34ce924e5485a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SNN","Architecture":"Spikformer-8-384","Param (M)":"16.81","Time Step":"4×1","Input Size":"224 x 224","Knowledge Distillation":"false"}. This record does not assert independent reproduction. Page 1 of 1. 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