# Image Classification on ImageNet 1k (val) (Top-1 Accuracy & GPU Day) Source: [Image Classification on ImageNet 1k (val) (Top-1 Accuracy & GPU Day)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:49.263Z Evaluation of Image Classification performance on the validation split of the ImageNet 1k dataset, reporting standard Top-1 Accuracy alongside GPU resource consumption measured in GPU Days. 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 (val) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 Acc](): Higher is better; unit: PERCENT. - [GPU Day](): Lower is better; unit: TIME. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | EfficientNet-B7 | 84.4 | Not recorded | 68fa6a981e209131cea2931c | | Zen-NAS | 83.6 | Not recorded | 68fa6a981e209131cea2931c | | OFANet | 80.1 | Not recorded | 68fa6a981e209131cea2931c | | MetaQNN | 77.4 | Not recorded | 68fa6a981e209131cea2931c | | FBNetV2-L1 | 77.2 | Not recorded | 68fa6a981e209131cea2931c | | SemiNAS | 76.5 | Not recorded | 68fa6a981e209131cea2931c | | PC-DARTS | 75.8 | Not recorded | 68fa6a981e209131cea2931c | | CARS-I | 75.2 | Not recorded | 68fa6a981e209131cea2931c | | Mnasnet-A | 75.2 | Not recorded | 68fa6a981e209131cea2931c | | ProxylessNAS | 75.1 | Not recorded | 68fa6a981e209131cea2931c | | EcoNAS | 74.8 | Not recorded | 68fa6a981e209131cea2931c | | AmoebaNet-A | 74.5 | Not recorded | 68fa6a981e209131cea2931c | | PNAS | 74.2 | Not recorded | 68fa6a981e209131cea2931c | | TE-NAS | 74.1 | Not recorded | 68fa6a981e209131cea2931c | | GDAS | 74 | Not recorded | 68fa6a981e209131cea2931c | | NASNet-A | 74 | Not recorded | 68fa6a981e209131cea2931c | | DARTS | 73.1 | Not recorded | 68fa6a981e209131cea2931c | | SNAS | 72.7 | Not recorded | 68fa6a981e209131cea2931c | | GeNet | 72.1 | Not recorded | 68fa6a981e209131cea2931c | ### EfficientNet-B7 Top-1 Acc: 84.4. Result ID: 699ac5575698665ec453a7c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Scaling"}. This record does not assert independent reproduction. ### Zen-NAS Top-1 Acc: 83.6. Result ID: 699ac5575698665ec453a7ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### OFANet Top-1 Acc: 80.1. Result ID: 699ac5575698665ec453a7c8. [Reporting paper]() Recorded evaluation configuration: {"Search Strategy":"PS"}. This record does not assert independent reproduction. ### MetaQNN Top-1 Acc: 77.4. Result ID: 699ac5575698665ec453a7c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Strategy":"Reinforcement Learning"}. This record does not assert independent reproduction. ### FBNetV2-L1 Top-1 Acc: 77.2. Result ID: 699ac5575698665ec453a7c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Gradient Descent"}. This record does not assert independent reproduction. ### SemiNAS Top-1 Acc: 76.5. Result ID: 699ac5575698665ec453a7c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"SSL"}. This record does not assert independent reproduction. ### PC-DARTS Top-1 Acc: 75.8. Result ID: 699ac5575698665ec453a7be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Gradient Descent"}. This record does not assert independent reproduction. ### CARS-I Top-1 Acc: 75.2. Result ID: 699ac5575698665ec453a7ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Strategy":"Evolutionary Algorithm"}. This record does not assert independent reproduction. ### Mnasnet-A Top-1 Acc: 75.2. Result ID: 699ac5575698665ec453a7c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Reinforcement Learning"}. This record does not assert independent reproduction. ### ProxylessNAS Top-1 Acc: 75.1. Result ID: 699ac5575698665ec453a7bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Gradient Descent"}. This record does not assert independent reproduction. ### EcoNAS Top-1 Acc: 74.8. Result ID: 699ac5575698665ec453a7b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Strategy":"Evolutionary Algorithm"}. This record does not assert independent reproduction. ### AmoebaNet-A Top-1 Acc: 74.5. Result ID: 699ac5575698665ec453a7b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Evolutionary Algorithm"}. This record does not assert independent reproduction. ### PNAS Top-1 Acc: 74.2. Result ID: 699ac5575698665ec453a7c5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"SMBO"}. This record does not assert independent reproduction. ### TE-NAS Top-1 Acc: 74.1. Result ID: 699ac5575698665ec453a7c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Zero-shot"}. This record does not assert independent reproduction. ### GDAS Top-1 Acc: 74. Result ID: 699ac5575698665ec453a7c0. [Reporting paper]() Recorded evaluation configuration: {"Search Strategy":"Gradient Descent"}. This record does not assert independent reproduction. ### NASNet-A Top-1 Acc: 74. Result ID: 699ac5575698665ec453a7c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Strategy":"Reinforcement Learning"}. This record does not assert independent reproduction. ### DARTS Top-1 Acc: 73.1. Result ID: 699ac5575698665ec453a7bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Gradient Descent"}. This record does not assert independent reproduction. ### SNAS Top-1 Acc: 72.7. Result ID: 699ac5575698665ec453a7bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Strategy":"Gradient Descent"}. This record does not assert independent reproduction. ### GeNet Top-1 Acc: 72.1. Result ID: 699ac5575698665ec453a7bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Strategy":"Evolutionary Algorithm"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.