# Image Classification on ImageNet-1K (val) (kNN Accuracy) Source: [Image Classification on ImageNet-1K (val) (kNN Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-03-10T11:49:47.121Z Evaluation of Image Classification performance on the validation split of ImageNet-1K, reporting accuracy using the k-Nearest Neighbors (kNN) protocol. 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 | kNN Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [kNN Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | kNN Accuracy | Result date | Report paper | | --- | --- | --- | --- | | EVA-CLIP-8B | 86.1 | Not recorded | 69afa5982d603e6de3e43c61 | | EVA-CLIP-8B | 86 | Not recorded | 69afa5982d603e6de3e43c61 | | EVA-CLIP-E | 85.9 | Not recorded | 69afa5982d603e6de3e43c61 | | EVA-CLIP-E | 85.8 | Not recorded | 69afa5982d603e6de3e43c61 | | DINOv2-g | 83.5 | Not recorded | 69afa5982d603e6de3e43c61 | | DINOv2-g | 83.5 | Not recorded | 69afa5982d603e6de3e43c61 | | OpenCLIP-G | 82.9 | Not recorded | 69afa5982d603e6de3e43c61 | | OpenCLIP-G | 82.8 | Not recorded | 69afa5982d603e6de3e43c61 | | OpenCLIP-g | 81.7 | Not recorded | 69afa5982d603e6de3e43c61 | | OpenCLIP-g | 81.7 | Not recorded | 69afa5982d603e6de3e43c61 | | DINOv2-g | 76.4 | Not recorded | 69afa5982d603e6de3e43c61 | | OpenCLIP-G | 74.7 | Not recorded | 69afa5982d603e6de3e43c61 | | EVA-CLIP-8B | 74.4 | Not recorded | 69afa5982d603e6de3e43c61 | | OpenCLIP-g | 72.8 | Not recorded | 69afa5982d603e6de3e43c61 | | EVA-CLIP-E | 72.2 | Not recorded | 69afa5982d603e6de3e43c61 | ### EVA-CLIP-8B kNN Accuracy: 86.1. Result ID: 69b0054a6dbb7075b959977c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"distill","#Params":"4.59B","FLOPs":"2.35T"}. This record does not assert independent reproduction. ### EVA-CLIP-8B kNN Accuracy: 86. Result ID: 69b0054a6dbb7075b959977a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Sun et al., 2024","#Params":"7.53B","FLOPs":"3.86T"}. This record does not assert independent reproduction. ### EVA-CLIP-E kNN Accuracy: 85.9. Result ID: 69b0054a6dbb7075b9599779. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"distill","#Params":"2.50B","FLOPs":"1.28T"}. This record does not assert independent reproduction. ### EVA-CLIP-E kNN Accuracy: 85.8. Result ID: 69b0054a6dbb7075b9599777. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Sun et al., 2023","#Params":"4.35B","FLOPs":"2.23T"}. This record does not assert independent reproduction. ### DINOv2-g kNN Accuracy: 83.5. Result ID: 69b0054a6dbb7075b959977d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Oquab et al., 2023","#Params":"1.14B","FLOPs":"0.30T"}. This record does not assert independent reproduction. ### DINOv2-g kNN Accuracy: 83.5. Result ID: 69b0054a6dbb7075b959977f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"distill","#Params":"0.62B","FLOPs":"0.16T"}. This record does not assert independent reproduction. ### OpenCLIP-G kNN Accuracy: 82.9. Result ID: 69b0054a6dbb7075b9599774. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Wortsman, 2023","#Params":"1.84B","FLOPs":"0.95T"}. This record does not assert independent reproduction. ### OpenCLIP-G kNN Accuracy: 82.8. Result ID: 69b0054a6dbb7075b9599776. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"distill","#Params":"1.17B","FLOPs":"0.60T"}. This record does not assert independent reproduction. ### OpenCLIP-g kNN Accuracy: 81.7. Result ID: 69b0054a6dbb7075b9599771. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Source":"Cherti et al., 2023","#Params":"1.01B","FLOPs":"0.52T"}. This record does not assert independent reproduction. ### OpenCLIP-g kNN Accuracy: 81.7. Result ID: 69b0054a6dbb7075b9599773. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"distill","#Params":"0.62B","FLOPs":"0.32T"}. This record does not assert independent reproduction. ### DINOv2-g kNN Accuracy: 76.4. Result ID: 69b0054a6dbb7075b959977e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"prune","#Params":"0.62B","FLOPs":"0.16T"}. This record does not assert independent reproduction. ### OpenCLIP-G kNN Accuracy: 74.7. Result ID: 69b0054a6dbb7075b9599775. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"prune","#Params":"1.17B","FLOPs":"0.60T"}. This record does not assert independent reproduction. ### EVA-CLIP-8B kNN Accuracy: 74.4. Result ID: 69b0054a6dbb7075b959977b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"prune","#Params":"4.59B","FLOPs":"2.35T"}. This record does not assert independent reproduction. ### OpenCLIP-g kNN Accuracy: 72.8. Result ID: 69b0054a6dbb7075b9599772. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"prune","#Params":"0.62B","FLOPs":"0.32T"}. This record does not assert independent reproduction. ### EVA-CLIP-E kNN Accuracy: 72.2. Result ID: 69b0054a6dbb7075b9599778. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mode":"prune","#Params":"2.50B","FLOPs":"1.28T"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.