# Image Classification on ImageNet (val) (Top-1 Acc, C-Cons, S-Cons) Source: [Image Classification on ImageNet (val) (Top-1 Acc, C-Cons, S-Cons)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:02.014Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting Top-1 Accuracy along with custom Consistency metrics (C-Cons and S-Cons). 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 (val) | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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. - [C-Consistency](): Higher is better; unit: PERCENT. - [S-Consistency](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | A-MViTv2-T | 0.824 | Not recorded | 68fa71471e209131cea50570 | | MViTv2-T | 0.8221 | Not recorded | 68fa71471e209131cea50570 | | A-SwinV2-T | 0.821 | Not recorded | 68fa71471e209131cea50570 | | SwinV2-T | 0.8176 | Not recorded | 68fa71471e209131cea50570 | | A-Swin-T | 0.816 | Not recorded | 68fa71471e209131cea50570 | | CvT-13 | 0.8159 | Not recorded | 68fa71471e209131cea50570 | | A-CvT-13 | 0.8148 | Not recorded | 68fa71471e209131cea50570 | | Swin-T | 0.8118 | Not recorded | 68fa71471e209131cea50570 | | A-SwinV2-T | 0.7991 | Not recorded | 68fa71471e209131cea50570 | | A-Swin-T | 0.7935 | Not recorded | 68fa71471e209131cea50570 | | SwinV2-T | 0.7895 | Not recorded | 68fa71471e209131cea50570 | | Swin-T | 0.785 | Not recorded | 68fa71471e209131cea50570 | | A-MViTv2-T | 0.7746 | Not recorded | 68fa71471e209131cea50570 | | MViTv2-T | 0.7736 | Not recorded | 68fa71471e209131cea50570 | | A-CvT-13 | 0.7705 | Not recorded | 68fa71471e209131cea50570 | | CvT-13 | 0.7701 | Not recorded | 68fa71471e209131cea50570 | ### A-MViTv2-T Top-1 Accuracy: 0.824. Result ID: 6991c3743a6c3148490a6f15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shift Type":"Standard Shift"}. This record does not assert independent reproduction. ### MViTv2-T Top-1 Accuracy: 0.8221. Result ID: 6991c3743a6c3148490a6f13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shift Type":"Standard Shift"}. This record does not assert independent reproduction. ### A-SwinV2-T Top-1 Accuracy: 0.821. Result ID: 6991c3743a6c3148490a6f0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shift Type":"Standard Shift"}. This record does not assert independent reproduction. ### SwinV2-T Top-1 Accuracy: 0.8176. Result ID: 6991c3743a6c3148490a6f0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shift Type":"Standard Shift"}. This record does not assert independent reproduction. ### A-Swin-T Top-1 Accuracy: 0.816. Result ID: 6991c3743a6c3148490a6f09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shift Type":"Standard Shift"}. This record does not assert independent reproduction. ### CvT-13 Top-1 Accuracy: 0.8159. Result ID: 6991c3743a6c3148490a6f0f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shift Type":"Standard Shift"}. This record does not assert independent reproduction. ### A-CvT-13 Top-1 Accuracy: 0.8148. Result ID: 6991c3743a6c3148490a6f11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shift Type":"Standard Shift"}. This record does not assert independent reproduction. ### Swin-T Top-1 Accuracy: 0.8118. Result ID: 6991c3743a6c3148490a6f07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shift Type":"Standard Shift"}. This record does not assert independent reproduction. ### A-SwinV2-T Top-1 Accuracy: 0.7991. Result ID: 6991c3743a6c3148490a6f0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shift Type":"Circular Shift"}. This record does not assert independent reproduction. ### A-Swin-T Top-1 Accuracy: 0.7935. Result ID: 6991c3743a6c3148490a6f08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shift Type":"Circular Shift"}. This record does not assert independent reproduction. ### SwinV2-T Top-1 Accuracy: 0.7895. Result ID: 6991c3743a6c3148490a6f0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shift Type":"Circular Shift"}. This record does not assert independent reproduction. ### Swin-T Top-1 Accuracy: 0.785. Result ID: 6991c3743a6c3148490a6f06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shift Type":"Circular Shift"}. This record does not assert independent reproduction. ### A-MViTv2-T Top-1 Accuracy: 0.7746. Result ID: 6991c3743a6c3148490a6f14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shift Type":"Circular Shift"}. This record does not assert independent reproduction. ### MViTv2-T Top-1 Accuracy: 0.7736. Result ID: 6991c3743a6c3148490a6f12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shift Type":"Circular Shift"}. This record does not assert independent reproduction. ### A-CvT-13 Top-1 Accuracy: 0.7705. Result ID: 6991c3743a6c3148490a6f10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shift Type":"Circular Shift"}. This record does not assert independent reproduction. ### CvT-13 Top-1 Accuracy: 0.7701. Result ID: 6991c3743a6c3148490a6f0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shift Type":"Circular Shift"}. This record does not assert independent reproduction. Page 1 of 1. 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