# Image Classification on ImageNet 1K (Top-1, Top-3, Top-5 Metrics) Source: [Image Classification on ImageNet 1K (Top-1, Top-3, Top-5 Metrics)]() Collection index: [llms.txt]() Data updated: 2026-05-08T11:30:15.468Z Evaluation of Image Classification performance on the ImageNet-1K dataset, reporting Top-1, Top-3, and Top-5 accuracy metrics. 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 | Classification | | Dataset (including any stated split) | ImageNet 1K | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 5 of 5 | | 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. - [Top-3 Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DINORANKCLIP | 11.3 | Not recorded | 69fd6e625497b3b670c8979e | | RANKCLIP | 10.16 | Not recorded | 69fd6e625497b3b670c8979e | | ALIP | 9.71 | Not recorded | 69fd6e625497b3b670c8979e | | CyCLIP | 9.4 | Not recorded | 69fd6e625497b3b670c8979e | | CLIP | 9.06 | Not recorded | 69fd6e625497b3b670c8979e | ### DINORANKCLIP Top-1 Accuracy: 11.3. Result ID: 69fdc93a47f34ce924e1c0a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training Dataset":"CC3M","Zero-shot protocol":"true","R":"3"}. This record does not assert independent reproduction. ### RANKCLIP Top-1 Accuracy: 10.16. Result ID: 69fdc93a47f34ce924e1c0a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training Dataset":"CC3M","Zero-shot protocol":"true"}. This record does not assert independent reproduction. ### ALIP Top-1 Accuracy: 9.71. Result ID: 69fdc93a47f34ce924e1c0a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training Dataset":"CC3M","Zero-shot protocol":"true"}. This record does not assert independent reproduction. ### CyCLIP Top-1 Accuracy: 9.4. Result ID: 69fdc93a47f34ce924e1c0a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training Dataset":"CC3M","Zero-shot protocol":"true"}. This record does not assert independent reproduction. ### CLIP Top-1 Accuracy: 9.06. Result ID: 69fdc93a47f34ce924e1c0a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32","Pre-training Dataset":"CC3M","Zero-shot protocol":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.