# Image Classification on ImageNet (Top-1 and Top-5 Error) Source: [Image Classification on ImageNet (Top-1 and Top-5 Error)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:18.456Z Evaluation of Image Classification performance on the standard ImageNet dataset, focusing on 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 | | Metric | Top-1 Error | | Unit | PERCENT | | Direction | Lower is better | | Results loaded | 9 of 9 | | 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 | | --- | --- | --- | --- | | AmoebaNet | 24.3 | Not recorded | 68fa70971e209131cea4c0ab | | ShuffleNet | 24.7 | Not recorded | 68fa70971e209131cea4c0ab | | PNAS | 25.8 | Not recorded | 68fa70971e209131cea4c0ab | | NASNet | 26 | Not recorded | 68fa70971e209131cea4c0ab | | DARTS | 26.7 | Not recorded | 68fa70971e209131cea4c0ab | | MobileNet | 29.4 | Not recorded | 68fa70971e209131cea4c0ab | | NASGEP | 29.51 | Not recorded | 68fa70971e209131cea4c0ab | | AlexNet | 37.5 | Not recorded | 68fa70971e209131cea4c0ab | | SqueezeNet | 39.6 | Not recorded | 68fa70971e209131cea4c0ab | ### AmoebaNet Top-1 Error: 24.3. Result ID: 699136963a6c31484906864b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Space":"NAS-cell","Search Strategy":"Evolution","GPU Days":"3150","Params":"6.4M"}. This record does not assert independent reproduction. ### ShuffleNet Top-1 Error: 24.7. Result ID: 699136963a6c314849068648. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Space":"Chain","Search Strategy":"Manual","GPU Days":"N/A","Params":"5M"}. This record does not assert independent reproduction. ### PNAS Top-1 Error: 25.8. Result ID: 699136963a6c31484906864c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Space":"NAS-cell","Search Strategy":"SMBO","GPU Days":"225","Params":"5.1M"}. This record does not assert independent reproduction. ### NASNet Top-1 Error: 26. Result ID: 699136963a6c31484906864a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Space":"NAS-cell","Search Strategy":"RL","GPU Days":"2000","Params":"5.3M"}. This record does not assert independent reproduction. ### DARTS Top-1 Error: 26.7. Result ID: 699136963a6c31484906864d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Space":"DAG-cell","Search Strategy":"Gradient","GPU Days":"4","Params":"4.7M"}. This record does not assert independent reproduction. ### MobileNet Top-1 Error: 29.4. Result ID: 699136963a6c314849068649. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Space":"Chain","Search Strategy":"Manual","GPU Days":"N/A","Params":"4.2M"}. This record does not assert independent reproduction. ### NASGEP Top-1 Error: 29.51. Result ID: 699136963a6c31484906864e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Space":"GEP-based cell","Search Strategy":"Evolution","GPU Days":"1","Params":"4.1M"}. This record does not assert independent reproduction. ### AlexNet Top-1 Error: 37.5. Result ID: 699136963a6c314849068646. [Reporting paper]() Recorded evaluation configuration: {"Search Space":"Chain","Search Strategy":"Manual","GPU Days":"N/A","Params":"60M"}. This record does not assert independent reproduction. ### SqueezeNet Top-1 Error: 39.6. Result ID: 699136963a6c314849068647. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Space":"Chain","Search Strategy":"Manual","GPU Days":"N/A","Params":"0.42M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.