# Image Classification on ImageNet-1K (val) (Zero-Shot Top-1 Accuracy) Source: [Image Classification on ImageNet-1K (val) (Zero-Shot Top-1 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:54.462Z Evaluation of Image Classification performance on the validation split of ImageNet-1K using a zero-shot methodology, reporting Top-1 accuracy. 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 | Top-1 Acc (Zero-Shot) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 Acc (Zero-Shot)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc (Zero-Shot) | Result date | Report paper | | --- | --- | --- | --- | | CLIP | 76.6 | Not recorded | 68fa72ce1e209131cea58948 | | SF-LCLIP | 75.9 | Not recorded | 68fa72ce1e209131cea58948 | | CLIP | 75.4 | Not recorded | 68fa72ce1e209131cea58948 | | SF-LCLIP | 74.9 | Not recorded | 68fa72ce1e209131cea58948 | | SF-LCLIP | 73.6 | Not recorded | 68fa72ce1e209131cea58948 | | CLIP | 68.3 | Not recorded | 68fa72ce1e209131cea58948 | | SF-BCLIP | 66 | Not recorded | 68fa72ce1e209131cea58948 | | TinyCLIP | 64.5 | Not recorded | 68fa72ce1e209131cea58948 | | CLIP | 63.3 | Not recorded | 68fa72ce1e209131cea58948 | ### CLIP Top-1 Acc (Zero-Shot): 76.6. Result ID: 699297863a6c314849100054. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"visual encoder":"ViT-L/14-336","visual FLOPS":"191.0G"}. This record does not assert independent reproduction. ### SF-LCLIP Top-1 Acc (Zero-Shot): 75.9. Result ID: 699297863a6c314849100055. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"visual encoder":"SF-LCLIP","tokens":"144","visual FLOPS":"33.9G"}. This record does not assert independent reproduction. ### CLIP Top-1 Acc (Zero-Shot): 75.4. Result ID: 699297863a6c314849100051. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"visual encoder":"ViT-L/14-224","visual FLOPS":"81.1G"}. This record does not assert independent reproduction. ### SF-LCLIP Top-1 Acc (Zero-Shot): 74.9. Result ID: 699297863a6c314849100053. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"visual encoder":"SF-LCLIP","tokens":"128","visual FLOPS":"30.0G"}. This record does not assert independent reproduction. ### SF-LCLIP Top-1 Acc (Zero-Shot): 73.6. Result ID: 699297863a6c314849100052. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"visual encoder":"SF-LCLIP","tokens":"64","visual FLOPS":"14.8G"}. This record does not assert independent reproduction. ### CLIP Top-1 Acc (Zero-Shot): 68.3. Result ID: 699297863a6c31484910004d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"visual encoder":"ViT-B/16-224","visual FLOPS":"17.5G"}. This record does not assert independent reproduction. ### SF-BCLIP Top-1 Acc (Zero-Shot): 66. Result ID: 699297863a6c314849100050. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"visual encoder":"SF-BCLIP","tokens":"49","visual FLOPS":"3.8G"}. This record does not assert independent reproduction. ### TinyCLIP Top-1 Acc (Zero-Shot): 64.5. Result ID: 699297863a6c31484910004f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"visual encoder":"ViT-63M/32-224","visual FLOPS":"2.0G"}. This record does not assert independent reproduction. ### CLIP Top-1 Acc (Zero-Shot): 63.3. Result ID: 699297863a6c31484910004e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"visual encoder":"ViT-B/32-224","visual FLOPS":"4.4G"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.