# Image Classification on ImageNet-1K (Top-1 Accuracy, Teacher Metrics) Source: [Image Classification on ImageNet-1K (Top-1 Accuracy, Teacher Metrics)]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:10:31.878Z Evaluation of Image Classification performance on the ImageNet-1K dataset, reporting standard Top-1 accuracy alongside metrics related to knowledge distillation or teacher model performance (e.g., Teacher Top-1 accuracy, Delta DIST, Delta KD). 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 | 15 of 15 | | 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. - [Teacher Top-1 Accuracy](): Higher is better; unit: PERCENT. - [Delta DIST](): Higher is better; unit: SCALAR. - [Delta KD](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | PLD | 77.3 | Not recorded | 68fa797c1e209131cea7dc57 | | KD | 76.8 | Not recorded | 68fa797c1e209131cea7dc57 | | DIST | 76.6 | Not recorded | 68fa797c1e209131cea7dc57 | | PLD | 76.33 | Not recorded | 68fa797c1e209131cea7dc57 | | DIST | 75.98 | Not recorded | 68fa797c1e209131cea7dc57 | | PLD | 75.72 | Not recorded | 68fa797c1e209131cea7dc57 | | PLD | 75.63 | Not recorded | 68fa797c1e209131cea7dc57 | | KD | 75.47 | Not recorded | 68fa797c1e209131cea7dc57 | | DIST | 75.4 | Not recorded | 68fa797c1e209131cea7dc57 | | KD | 75.33 | Not recorded | 68fa797c1e209131cea7dc57 | | DIST | 74.91 | Not recorded | 68fa797c1e209131cea7dc57 | | KD | 74.86 | Not recorded | 68fa797c1e209131cea7dc57 | | PLD | 70.07 | Not recorded | 68fa797c1e209131cea7dc57 | | DIST | 70.05 | Not recorded | 68fa797c1e209131cea7dc57 | | KD | 67.38 | Not recorded | 68fa797c1e209131cea7dc57 | ### PLD Top-1 Accuracy: 77.3. Result ID: 6a02dfd747f34ce924e58258. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"ResNet-50","Teacher architecture":"ResNet-152(60.19M)","Student Params(M)":"25.56"}. This record does not assert independent reproduction. ### KD Top-1 Accuracy: 76.8. Result ID: 6a02dfd747f34ce924e58256. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"ResNet-50","Teacher architecture":"ResNet-152(60.19M)","Student Params(M)":"25.56"}. This record does not assert independent reproduction. ### DIST Top-1 Accuracy: 76.6. Result ID: 6a02dfd747f34ce924e58257. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student architecture":"ResNet-50","Teacher architecture":"ResNet-152(60.19M)","Student Params(M)":"25.56"}. This record does not assert independent reproduction. ### PLD Top-1 Accuracy: 76.33. Result ID: 6a02dfd747f34ce924e5825b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"MobileNet-v4 Hybrid-Medium","Teacher architecture":"Large (conv) (32.59M)","Student Params(M)":"11.07"}. This record does not assert independent reproduction. ### DIST Top-1 Accuracy: 75.98. Result ID: 6a02dfd747f34ce924e5825a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student architecture":"MobileNet-v4 Hybrid-Medium","Teacher architecture":"Large (conv) (32.59M)","Student Params(M)":"11.07"}. This record does not assert independent reproduction. ### PLD Top-1 Accuracy: 75.72. Result ID: 6a02dfd747f34ce924e5825e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"MobileNet-v4 Medium (conv)","Teacher architecture":"Large (conv) (32.59M)","Student Params(M)":"9.72"}. This record does not assert independent reproduction. ### PLD Top-1 Accuracy: 75.63. Result ID: 6a02dfd747f34ce924e58255. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"ViT-Small","Teacher architecture":"ViT-Large(304.33M)","Student Params(M)":"22.05"}. This record does not assert independent reproduction. ### KD Top-1 Accuracy: 75.47. Result ID: 6a02dfd747f34ce924e58259. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"MobileNet-v4 Hybrid-Medium","Teacher architecture":"Large (conv) (32.59M)","Student Params(M)":"11.07"}. This record does not assert independent reproduction. ### DIST Top-1 Accuracy: 75.4. Result ID: 6a02dfd747f34ce924e5825d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student architecture":"MobileNet-v4 Medium (conv)","Teacher architecture":"Large (conv) (32.59M)","Student Params(M)":"9.72"}. This record does not assert independent reproduction. ### KD Top-1 Accuracy: 75.33. Result ID: 6a02dfd747f34ce924e58253. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"ViT-Small","Teacher architecture":"ViT-Large(304.33M)","Student Params(M)":"22.05"}. This record does not assert independent reproduction. ### DIST Top-1 Accuracy: 74.91. Result ID: 6a02dfd747f34ce924e58254. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student architecture":"ViT-Small","Teacher architecture":"ViT-Large(304.33M)","Student Params(M)":"22.05"}. This record does not assert independent reproduction. ### KD Top-1 Accuracy: 74.86. Result ID: 6a02dfd747f34ce924e5825c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"MobileNet-v4 Medium (conv)","Teacher architecture":"Large (conv) (32.59M)","Student Params(M)":"9.72"}. This record does not assert independent reproduction. ### PLD Top-1 Accuracy: 70.07. Result ID: 6a02dfd747f34ce924e58261. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"MobileNet-v4 Small (conv)","Teacher architecture":"Large (conv) (32.59M)","Student Params(M)":"3.77"}. This record does not assert independent reproduction. ### DIST Top-1 Accuracy: 70.05. Result ID: 6a02dfd747f34ce924e58260. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student architecture":"MobileNet-v4 Small (conv)","Teacher architecture":"Large (conv) (32.59M)","Student Params(M)":"3.77"}. This record does not assert independent reproduction. ### KD Top-1 Accuracy: 67.38. Result ID: 6a02dfd747f34ce924e5825f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student architecture":"MobileNet-v4 Small (conv)","Teacher architecture":"Large (conv) (32.59M)","Student Params(M)":"3.77"}. This record does not assert independent reproduction. Page 1 of 1. 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