# Image Classification on ImageNet (val) (Top-1, Peak, Final) Source: [Image Classification on ImageNet (val) (Top-1, Peak, Final)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:07.738Z Evaluation of Image Classification performance on the validation split of the ImageNet dataset, reporting Top-1 accuracy, Peak performance value, and Final performance value. 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 | 13 of 13 | | 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. - [Peak Performance](): Higher is better; unit: SCALAR. - [Final Performance](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Swin-B (Baseline) | 83.5 | Not recorded | 692d2180d6b0dd3342931d04 | | Swin-B TWEO | 83.4 | Not recorded | 692d2180d6b0dd3342931d04 | | Swin-S TWEO | 82.8 | Not recorded | 692d2180d6b0dd3342931d04 | | Swin-S (Baseline) | 82.7 | Not recorded | 692d2180d6b0dd3342931d04 | | Swin-T softmax+1 | 81.4 | Not recorded | 692d2180d6b0dd3342931d04 | | Swin-T TWEO | 81.4 | Not recorded | 692d2180d6b0dd3342931d04 | | ViT-B (Baseline) | 81.3 | Not recorded | 692d2180d6b0dd3342931d04 | | ViT-B TWEO | 81.3 | Not recorded | 692d2180d6b0dd3342931d04 | | Swin-T (Baseline) | 81.2 | Not recorded | 692d2180d6b0dd3342931d04 | | Swin-T attn bias | 81.1 | Not recorded | 692d2180d6b0dd3342931d04 | | Swin-T gated | 80.7 | Not recorded | 692d2180d6b0dd3342931d04 | | ViT-S (Baseline) | 79.8 | Not recorded | 692d2180d6b0dd3342931d04 | | ViT-S TWEO | 79.6 | Not recorded | 692d2180d6b0dd3342931d04 | ### Swin-B (Baseline) Top-1 Accuracy: 83.5. Result ID: 6996d5c65698665ec4222e5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"88M","Mod.":"-"}. This record does not assert independent reproduction. ### Swin-B TWEO Top-1 Accuracy: 83.4. Result ID: 6996d5c65698665ec4222e5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"88M","Mod.":"No"}. This record does not assert independent reproduction. ### Swin-S TWEO Top-1 Accuracy: 82.8. Result ID: 6996d5c65698665ec4222e5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"50M","Mod.":"No"}. This record does not assert independent reproduction. ### Swin-S (Baseline) Top-1 Accuracy: 82.7. Result ID: 6996d5c65698665ec4222e5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"50M","Mod.":"-"}. This record does not assert independent reproduction. ### Swin-T softmax+1 Top-1 Accuracy: 81.4. Result ID: 6996d5c65698665ec4222e59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"28M","Mod.":"Yes"}. This record does not assert independent reproduction. ### Swin-T TWEO Top-1 Accuracy: 81.4. Result ID: 6996d5c65698665ec4222e5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"28M","Mod.":"No"}. This record does not assert independent reproduction. ### ViT-B (Baseline) Top-1 Accuracy: 81.3. Result ID: 6996d5c65698665ec4222e62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"87M","Mod.":"-"}. This record does not assert independent reproduction. ### ViT-B TWEO Top-1 Accuracy: 81.3. Result ID: 6996d5c65698665ec4222e63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"87M","Mod.":"No"}. This record does not assert independent reproduction. ### Swin-T (Baseline) Top-1 Accuracy: 81.2. Result ID: 6996d5c65698665ec4222e57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"28M","Mod.":"-"}. This record does not assert independent reproduction. ### Swin-T attn bias Top-1 Accuracy: 81.1. Result ID: 6996d5c65698665ec4222e58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"28M","Mod.":"Yes"}. This record does not assert independent reproduction. ### Swin-T gated Top-1 Accuracy: 80.7. Result ID: 6996d5c65698665ec4222e5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"28M","Mod.":"Yes"}. This record does not assert independent reproduction. ### ViT-S (Baseline) Top-1 Accuracy: 79.8. Result ID: 6996d5c65698665ec4222e60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params":"22M","Mod.":"-"}. This record does not assert independent reproduction. ### ViT-S TWEO Top-1 Accuracy: 79.6. Result ID: 6996d5c65698665ec4222e61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params":"22M","Mod.":"No"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.