# Image Classification on NATS-Bench SSS ImageNet-16-120 (val) Source: [Image Classification on NATS-Bench SSS ImageNet-16-120 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:58.492Z Evaluation of Image Classification performance on the validation split of the ImageNet-16-120 subset, using the NATS-Bench SSS protocol. 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) | NATS-Bench SSS ImageNet-16-120 (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 20 of 20 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Optimal | 46.73 | Not recorded | 68fa6c581e209131cea336fd | | REA | 45.71 | Not recorded | 68fa6c581e209131cea336fd | | BOHB | 45.55 | Not recorded | 68fa6c581e209131cea336fd | | REINFORCE | 45.37 | Not recorded | 68fa6c581e209131cea336fd | | CDARTS | 45.09 | Not recorded | 68fa6c581e209131cea336fd | | RANDOM | 45.03 | Not recorded | 68fa6c581e209131cea336fd | | ResNet | 44.1 | Not recorded | 68fa6c581e209131cea336fd | | ENAS | 40.78 | Not recorded | 68fa6c581e209131cea336fd | | SETN | 39.77 | Not recorded | 68fa6c581e209131cea336fd | | GDAS | 39.55 | Not recorded | 68fa6c581e209131cea336fd | | SPS | 39.37 | Not recorded | 68fa6c581e209131cea336fd | | DARTSV1 | 38.07 | Not recorded | 68fa6c581e209131cea336fd | | DARTSV2 | 37.56 | Not recorded | 68fa6c581e209131cea336fd | ### Optimal Top-1 Accuracy: 46.73. Result ID: 698f06b33a6c314849f50081. [Reporting paper]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### REA Top-1 Accuracy: 45.71. Result ID: 698f06b33a6c314849f50082. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### BOHB Top-1 Accuracy: 45.55. Result ID: 698f06b33a6c314849f50085. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### REINFORCE Top-1 Accuracy: 45.37. Result ID: 698f06b33a6c314849f50083. [Reporting paper]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### CDARTS Top-1 Accuracy: 45.09. Result ID: 698f06b33a6c314849f5008c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### RANDOM Top-1 Accuracy: 45.03. Result ID: 698f06b33a6c314849f50084. [Reporting paper]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### ResNet Top-1 Accuracy: 44.1. Result ID: 698f06b33a6c314849f50080. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### ENAS Top-1 Accuracy: 40.78. Result ID: 698f06b33a6c314849f50086. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### SETN Top-1 Accuracy: 39.77. Result ID: 698f06b33a6c314849f50088. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### GDAS Top-1 Accuracy: 39.55. Result ID: 698f06b33a6c314849f5008b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### SPS Top-1 Accuracy: 39.37. Result ID: 698f06b33a6c314849f50087. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### DARTSV1 Top-1 Accuracy: 38.07. Result ID: 698f06b33a6c314849f50089. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. ### DARTSV2 Top-1 Accuracy: 37.56. Result ID: 698f06b33a6c314849f5008a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"search space":"St"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.