# Image Classification on ImageNet (val) (Inference Time, Speedup) Source: [Image Classification on ImageNet (val) (Inference Time, Speedup)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:47:10.444Z Evaluation of Image Classification performance on the ImageNet validation set, focusing specifically on inference time and speedup factor measurements. 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 | Inference Time (s) | | Unit | TIME | | Direction | Lower 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 - [Inference Time (s)](): Lower is better; unit: TIME. - [Speedup Factor](): Higher is better; unit: SCALAR. ## Recorded results | Method | Inference Time (s) | Result date | Report paper | | --- | --- | --- | --- | | DeiT-Tiny | 0.47 | Not recorded | 69896a2ec97a0b3e3b5dc5fb | | DeiT-Tiny | 0.61 | Not recorded | 69896a2ec97a0b3e3b5dc5fb | | DeiT-Small | 0.95 | Not recorded | 69896a2ec97a0b3e3b5dc5fb | | DeiT-Base | 1.94 | Not recorded | 69896a2ec97a0b3e3b5dc5fb | | DeiT-Small | 2.05 | Not recorded | 69896a2ec97a0b3e3b5dc5fb | | DeiT-Base | 7.41 | Not recorded | 69896a2ec97a0b3e3b5dc5fb | ### DeiT-Tiny Inference Time (s): 0.47. Result ID: 6997361e5698665ec485dee4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quantized":"true"}. This record does not assert independent reproduction. ### DeiT-Tiny Inference Time (s): 0.61. Result ID: 6997361e5698665ec485dee1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quantized":"false"}. This record does not assert independent reproduction. ### DeiT-Small Inference Time (s): 0.95. Result ID: 6997361e5698665ec485dee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quantized":"true"}. This record does not assert independent reproduction. ### DeiT-Base Inference Time (s): 1.94. Result ID: 6997361e5698665ec485dee6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quantized":"true"}. This record does not assert independent reproduction. ### DeiT-Small Inference Time (s): 2.05. Result ID: 6997361e5698665ec485dee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quantized":"false"}. This record does not assert independent reproduction. ### DeiT-Base Inference Time (s): 7.41. Result ID: 6997361e5698665ec485dee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Quantized":"false"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.