# Image Classification on ImageNet (Top-1/Top-5 Error) Source: [Image Classification on ImageNet (Top-1/Top-5 Error)]() Collection index: [llms.txt]() Data updated: 2026-04-02T09:54:16.942Z Evaluation of Image Classification performance on the standard 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 | | Metric | Top-1 Error | | Unit | PERCENT | | Direction | Lower 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 Error](): Lower is better; unit: PERCENT. - [Top-5 Error](): Lower is better; unit: PERCENT. ## Recorded results | Method | Top-1 Error | Result date | Report paper | | --- | --- | --- | --- | | G-ICSO-NAS | 24.98 | Not recorded | 69cdf8480636e5bf4afccd59 | | SaDENAS | 25.08 | Not recorded | 69cdf8480636e5bf4afccd59 | | ShuffleNet-V2 | 25.1 | Not recorded | 69cdf8480636e5bf4afccd59 | | PC-DARTS | 25.1 | Not recorded | 69cdf8480636e5bf4afccd59 | | AmoebaNet-A | 25.5 | Not recorded | 69cdf8480636e5bf4afccd59 | | EoiNAS | 25.6 | Not recorded | 69cdf8480636e5bf4afccd59 | | GDAS | 26 | Not recorded | 69cdf8480636e5bf4afccd59 | | NASNet-A | 26 | Not recorded | 69cdf8480636e5bf4afccd59 | | AmoebaNet-B | 26 | Not recorded | 69cdf8480636e5bf4afccd59 | | MFENAS | 26.06 | Not recorded | 69cdf8480636e5bf4afccd59 | | BayesNAS | 26.5 | Not recorded | 69cdf8480636e5bf4afccd59 | | DARTS(2st) | 26.7 | Not recorded | 69cdf8480636e5bf4afccd59 | | SETN | 26.7 | Not recorded | 69cdf8480636e5bf4afccd59 | | DARTS | 26.9 | Not recorded | 69cdf8480636e5bf4afccd59 | | NASNet-B | 27.2 | Not recorded | 69cdf8480636e5bf4afccd59 | | SNAS | 27.3 | Not recorded | 69cdf8480636e5bf4afccd59 | | NASNet-C | 27.5 | Not recorded | 69cdf8480636e5bf4afccd59 | | MobileNet-V2 | 28 | Not recorded | 69cdf8480636e5bf4afccd59 | ### G-ICSO-NAS Top-1 Error: 24.98. Result ID: 69ce3cc347f34ce924b7e2cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"5.8"}. This record does not assert independent reproduction. ### SaDENAS Top-1 Error: 25.08. Result ID: 69ce3cc347f34ce924b7e2cb. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"5.58"}. This record does not assert independent reproduction. ### ShuffleNet-V2 Top-1 Error: 25.1. Result ID: 69ce3cc347f34ce924b7e2bb. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"7.4"}. This record does not assert independent reproduction. ### PC-DARTS Top-1 Error: 25.1. Result ID: 69ce3cc347f34ce924b7e2c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"5.3"}. This record does not assert independent reproduction. ### AmoebaNet-A Top-1 Error: 25.5. Result ID: 69ce3cc347f34ce924b7e2c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"5.1"}. This record does not assert independent reproduction. ### EoiNAS Top-1 Error: 25.6. Result ID: 69ce3cc347f34ce924b7e2c9. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"5.0"}. This record does not assert independent reproduction. ### GDAS Top-1 Error: 26. Result ID: 69ce3cc347f34ce924b7e2c0. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"5.3"}. This record does not assert independent reproduction. ### NASNet-A Top-1 Error: 26. Result ID: 69ce3cc347f34ce924b7e2c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"5.3"}. This record does not assert independent reproduction. ### AmoebaNet-B Top-1 Error: 26. Result ID: 69ce3cc347f34ce924b7e2c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"5.3"}. This record does not assert independent reproduction. ### MFENAS Top-1 Error: 26.06. Result ID: 69ce3cc347f34ce924b7e2ca. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"5.98"}. This record does not assert independent reproduction. ### BayesNAS Top-1 Error: 26.5. Result ID: 69ce3cc347f34ce924b7e2c1. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"3.9"}. This record does not assert independent reproduction. ### DARTS(2st) Top-1 Error: 26.7. Result ID: 69ce3cc347f34ce924b7e2be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"4.7"}. This record does not assert independent reproduction. ### SETN Top-1 Error: 26.7. Result ID: 69ce3cc347f34ce924b7e2c3. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"5.2"}. This record does not assert independent reproduction. ### DARTS Top-1 Error: 26.9. Result ID: 69ce3cc347f34ce924b7e2bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params (M)":"4.9"}. This record does not assert independent reproduction. ### NASNet-B Top-1 Error: 27.2. Result ID: 69ce3cc347f34ce924b7e2c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"5.3"}. This record does not assert independent reproduction. ### SNAS Top-1 Error: 27.3. Result ID: 69ce3cc347f34ce924b7e2bf. [Reporting paper]() Recorded evaluation configuration: {"Params (M)":"4.3"}. This record does not assert independent reproduction. ### NASNet-C Top-1 Error: 27.5. Result ID: 69ce3cc347f34ce924b7e2c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"4.9"}. This record does not assert independent reproduction. ### MobileNet-V2 Top-1 Error: 28. Result ID: 69ce3cc347f34ce924b7e2bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params (M)":"3.4"}. 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