# Image Classification on ImageNet16-120 (NATS-Bench) Source: [Image Classification on ImageNet16-120 (NATS-Bench)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:32:45.378Z Evaluation of Image Classification performance on the ImageNet-16-120 dataset as defined within the NATS-Bench framework, reporting standard accuracy and model ranking metrics. 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) | ImageNet16-120 (NATS-Bench) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 2 of 2 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Model Rank](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Optimal | 38.27 | Not recorded | 68fa7a2b1e209131cea817aa | | M-DESIGN-Init | 38.27 | Not recorded | 68fa7a2b1e209131cea817aa | ### Optimal Accuracy: 38.27. Result ID: 699a3ee75698665ec4c590ce. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### M-DESIGN-Init Accuracy: 38.27. Result ID: 699a3ee75698665ec4c590cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"refinement":"none (one-shot retrieval)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.