# Image Classification on CIFAR-10 (Standard Performance) Source: [Image Classification on CIFAR-10 (Standard Performance)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:29.307Z Evaluation of standard Image Classification performance and computational efficiency (latency, FLOPs, parameters) on the CIFAR-10 dataset. 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) | CIFAR-10 | | Metric | Latency (ms) | | Unit | TIME | | 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 - [Latency (ms)](): Lower is better; unit: TIME. - [Accuracy](): Higher is better; unit: PERCENT. - [FLOPs (M)](): Lower is better; unit: SCALAR. - [Params (M)](): Lower is better; unit: SIZE. ## Recorded results | Method | Latency (ms) | Result date | Report paper | | --- | --- | --- | --- | | FBNet LUT | 0.01 | Not recorded | 694b738e53fdd5c361739a91 | | FBNet LUT | 0.01 | Not recorded | 694b738e53fdd5c361739a91 | | DARTS (1st) | 0.6 | Not recorded | 694b738e53fdd5c361739a91 | | DARTS (2nd) | 0.6 | Not recorded | 694b738e53fdd5c361739a91 | | Double-Win NAS | 1.04 | Not recorded | 694b738e53fdd5c361739a91 | | EH-DNAS | 1.1 | Not recorded | 694b738e53fdd5c361739a91 | | GDAS | 1.26 | Not recorded | 694b738e53fdd5c361739a91 | | FBNet LUT | 1.27 | Not recorded | 694b738e53fdd5c361739a91 | | DARTS (1st) | 1.61 | Not recorded | 694b738e53fdd5c361739a91 | | DARTS (2nd) | 1.61 | Not recorded | 694b738e53fdd5c361739a91 | | DARTS (1st) | 3.84 | Not recorded | 694b738e53fdd5c361739a91 | | DARTS (2nd) | 3.84 | Not recorded | 694b738e53fdd5c361739a91 | | Double-Win NAS | 15.43 | Not recorded | 694b738e53fdd5c361739a91 | | EH-DNAS | 16.97 | Not recorded | 694b738e53fdd5c361739a91 | | GDAS | 27.7 | Not recorded | 694b738e53fdd5c361739a91 | | Double-Win NAS | 50.98 | Not recorded | 694b738e53fdd5c361739a91 | | EH-DNAS | 56.89 | Not recorded | 694b738e53fdd5c361739a91 | | GDAS | 69.19 | Not recorded | 694b738e53fdd5c361739a91 | ### FBNet LUT Latency (ms): 0.01. Result ID: 699959365698665ec4c4b91e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Raspberry Pi 4"}. This record does not assert independent reproduction. ### FBNet LUT Latency (ms): 0.01. Result ID: 699959365698665ec4c4b91f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Google Pixel 3"}. This record does not assert independent reproduction. ### DARTS (1st) Latency (ms): 0.6. Result ID: 699959365698665ec4c4b914. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Google Edge TPU","Hardware Feedback":"None"}. This record does not assert independent reproduction. ### DARTS (2nd) Latency (ms): 0.6. Result ID: 699959365698665ec4c4b917. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Google Edge TPU","Hardware Feedback":"None"}. This record does not assert independent reproduction. ### Double-Win NAS Latency (ms): 1.04. Result ID: 699959365698665ec4c4b923. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware Platform":"Google Edge TPU"}. This record does not assert independent reproduction. ### EH-DNAS Latency (ms): 1.1. Result ID: 699959365698665ec4c4b920. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware Platform":"Google Edge TPU"}. This record does not assert independent reproduction. ### GDAS Latency (ms): 1.26. Result ID: 699959365698665ec4c4b91a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Google Edge TPU","Hardware Feedback":"None"}. This record does not assert independent reproduction. ### FBNet LUT Latency (ms): 1.27. Result ID: 699959365698665ec4c4b91d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Google Edge TPU"}. This record does not assert independent reproduction. ### DARTS (1st) Latency (ms): 1.61. Result ID: 699959365698665ec4c4b916. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Google Pixel 3","Hardware Feedback":"None"}. This record does not assert independent reproduction. ### DARTS (2nd) Latency (ms): 1.61. Result ID: 699959365698665ec4c4b919. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Google Pixel 3","Hardware Feedback":"None"}. This record does not assert independent reproduction. ### DARTS (1st) Latency (ms): 3.84. Result ID: 699959365698665ec4c4b915. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Raspberry Pi 4","Hardware Feedback":"None"}. This record does not assert independent reproduction. ### DARTS (2nd) Latency (ms): 3.84. Result ID: 699959365698665ec4c4b918. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Raspberry Pi 4","Hardware Feedback":"None"}. This record does not assert independent reproduction. ### Double-Win NAS Latency (ms): 15.43. Result ID: 699959365698665ec4c4b925. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware Platform":"Google Pixel 3"}. This record does not assert independent reproduction. ### EH-DNAS Latency (ms): 16.97. Result ID: 699959365698665ec4c4b922. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware Platform":"Google Pixel 3"}. This record does not assert independent reproduction. ### GDAS Latency (ms): 27.7. Result ID: 699959365698665ec4c4b91c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Google Pixel 3","Hardware Feedback":"None"}. This record does not assert independent reproduction. ### Double-Win NAS Latency (ms): 50.98. Result ID: 699959365698665ec4c4b924. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware Platform":"Raspberry Pi 4"}. This record does not assert independent reproduction. ### EH-DNAS Latency (ms): 56.89. Result ID: 699959365698665ec4c4b921. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hardware Platform":"Raspberry Pi 4"}. This record does not assert independent reproduction. ### GDAS Latency (ms): 69.19. Result ID: 699959365698665ec4c4b91b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Hardware Platform":"Raspberry Pi 4","Hardware Feedback":"None"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.