# Image Classification on ImageNet (val) (Top-1 and Top-5 Error Rate) Source: [Image Classification on ImageNet (val) (Top-1 and Top-5 Error Rate)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:17.888Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting Top-1 and Top-5 error rates. 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 | Top-1 Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 12 of 12 | | 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 Error](): Lower is better; unit: PERCENT. - [Top-5 Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Error | Result date | Report paper | | --- | --- | --- | --- | | Teacher Baseline | 26.69 | Not recorded | 68fa699f1e209131cea23268 | | WCoRD+KD | 28.44 | Not recorded | 68fa699f1e209131cea23268 | | WCoRD | 28.51 | Not recorded | 68fa699f1e209131cea23268 | | CRD+KD | 28.62 | Not recorded | 68fa699f1e209131cea23268 | | GCKT | 28.78 | Not recorded | 68fa699f1e209131cea23268 | | CRD | 28.83 | Not recorded | 68fa699f1e209131cea23268 | | LCKT | 29.1 | Not recorded | 68fa699f1e209131cea23268 | | AT | 29.3 | Not recorded | 68fa699f1e209131cea23268 | | KD | 29.34 | Not recorded | 68fa699f1e209131cea23268 | | SP | 29.38 | Not recorded | 68fa699f1e209131cea23268 | | CC | 30.04 | Not recorded | 68fa699f1e209131cea23268 | | Student Baseline | 30.25 | Not recorded | 68fa699f1e209131cea23268 | ### Teacher Baseline Top-1 Error: 26.69. Result ID: 698dc85b8b517eb43323b19b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WCoRD+KD Top-1 Error: 28.44. Result ID: 698dc85b8b517eb43323b1a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### WCoRD Top-1 Error: 28.51. Result ID: 698dc85b8b517eb43323b1a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### CRD+KD Top-1 Error: 28.62. Result ID: 698dc85b8b517eb43323b1a2. [Reporting paper]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### GCKT Top-1 Error: 28.78. Result ID: 698dc85b8b517eb43323b1a4. [Reporting paper]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### CRD Top-1 Error: 28.83. Result ID: 698dc85b8b517eb43323b1a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### LCKT Top-1 Error: 29.1. Result ID: 698dc85b8b517eb43323b1a3. [Reporting paper]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### AT Top-1 Error: 29.3. Result ID: 698dc85b8b517eb43323b19d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### KD Top-1 Error: 29.34. Result ID: 698dc85b8b517eb43323b19e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### SP Top-1 Error: 29.38. Result ID: 698dc85b8b517eb43323b19f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### CC Top-1 Error: 30.04. Result ID: 698dc85b8b517eb43323b1a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. ### Student Baseline Top-1 Error: 30.25. Result ID: 698dc85b8b517eb43323b19c. [Reporting paper]() Recorded evaluation configuration: {"Student model":"ResNet-18"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.