# Image Classification on ImageNet-1K (val) (Accuracy, Latency, GFLOPS) Source: [Image Classification on ImageNet-1K (val) (Accuracy, Latency, GFLOPS)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:31:25.987Z Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting standard accuracy alongside inference latency and computational complexity (GFLOPS). 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 | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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. - [Latency (ms)](): Lower is better; unit: TIME. - [GFLOPS](): Lower is better; unit: OTHER. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ViT-H+ Uniform | 87.1 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | FOVI-ViT-H+ | 85 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | FOVI-ViT-H+ | 84 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | ViT-S+ Uniform | 79.4 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | FOVI-ViT-S+ | 76 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | FOVI-ViT-S+ | 73.5 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | FOVI-ViT-S+ | 72.9 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | Weak FOVI-ViT-S+ | 72.5 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | ViT-S+ Uniform | 71.1 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | FOVI-ViT-S+ | 70 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | Weak FOVI-ViT-S+ | 69.3 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | ViT-S+ Uniform | 67.2 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | ViT-S+ Log-polar | 66.4 | Not recorded | 6982d2faa8b01e76cc8e99f9 | | ViT-S+ Log-polar | 61.4 | Not recorded | 6982d2faa8b01e76cc8e99f9 | ### ViT-H+ Uniform Accuracy: 87.1. Result ID: 69974ad85698665ec49c32ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":1,"Sampling resolution":224,"Pixels":50176,"Patches":196}. This record does not assert independent reproduction. ### FOVI-ViT-H+ Accuracy: 85. Result ID: 69974ad85698665ec49c32ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":3,"Sampling resolution":64,"a parameter":2.79,"Pixels":3976,"Patches":64}. This record does not assert independent reproduction. ### FOVI-ViT-H+ Accuracy: 84. Result ID: 69974ad85698665ec49c32ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":1,"Sampling resolution":64,"a parameter":2.79,"Pixels":3976,"Patches":64}. This record does not assert independent reproduction. ### ViT-S+ Uniform Accuracy: 79.4. Result ID: 69974ad85698665ec49c32af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":1,"Sampling resolution":224,"Pixels":50176,"Patches":196}. This record does not assert independent reproduction. ### FOVI-ViT-S+ Accuracy: 76. Result ID: 69974ad85698665ec49c32b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":3,"Sampling resolution":128,"a parameter":2.79,"Pixels":16078,"Patches":64}. This record does not assert independent reproduction. ### FOVI-ViT-S+ Accuracy: 73.5. Result ID: 69974ad85698665ec49c32b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":3,"Sampling resolution":64,"a parameter":2.79,"Pixels":3976,"Patches":64}. This record does not assert independent reproduction. ### FOVI-ViT-S+ Accuracy: 72.9. Result ID: 69974ad85698665ec49c32b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":1,"Sampling resolution":128,"a parameter":2.79,"Pixels":16078,"Patches":64}. This record does not assert independent reproduction. ### Weak FOVI-ViT-S+ Accuracy: 72.5. Result ID: 69974ad85698665ec49c32b5. [Reporting paper]() Recorded evaluation configuration: {"Number of fixations":3,"Sampling resolution":64,"a parameter":60.94,"Pixels":4032,"Patches":64}. This record does not assert independent reproduction. ### ViT-S+ Uniform Accuracy: 71.1. Result ID: 69974ad85698665ec49c32b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":3,"Sampling resolution":64,"Pixels":4096,"Patches":64}. This record does not assert independent reproduction. ### FOVI-ViT-S+ Accuracy: 70. Result ID: 69974ad85698665ec49c32b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":1,"Sampling resolution":64,"a parameter":2.79,"Pixels":3976,"Patches":64}. This record does not assert independent reproduction. ### Weak FOVI-ViT-S+ Accuracy: 69.3. Result ID: 69974ad85698665ec49c32b4. [Reporting paper]() Recorded evaluation configuration: {"Number of fixations":1,"Sampling resolution":64,"a parameter":60.94,"Pixels":4032,"Patches":64}. This record does not assert independent reproduction. ### ViT-S+ Uniform Accuracy: 67.2. Result ID: 69974ad85698665ec49c32b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Number of fixations":1,"Sampling resolution":64,"Pixels":4096,"Patches":64}. This record does not assert independent reproduction. ### ViT-S+ Log-polar Accuracy: 66.4. Result ID: 69974ad85698665ec49c32b9. [Reporting paper]() Recorded evaluation configuration: {"Number of fixations":3,"Sampling resolution":64,"a parameter":2.79,"Pixels":4096,"Patches":64}. This record does not assert independent reproduction. ### ViT-S+ Log-polar Accuracy: 61.4. Result ID: 69974ad85698665ec49c32b8. [Reporting paper]() Recorded evaluation configuration: {"Number of fixations":1,"Sampling resolution":64,"a parameter":2.79,"Pixels":4096,"Patches":64}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.