# Image Classification on ImageNet-1K 1.0 (val) (Metrics 10-S and ZS) Source: [Image Classification on ImageNet-1K 1.0 (val) (Metrics 10-S and ZS)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:09:05.789Z Evaluation of Image Classification performance on the ImageNet-1K validation set (v1.0), reporting custom metrics labeled '10-S' and 'ZS'. 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 1.0 (val) | | Metric | Zero-Shot 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 - [Zero-Shot Accuracy](): Higher is better; unit: PERCENT. - [10-Shot Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Zero-Shot Accuracy | Result date | Report paper | | --- | --- | --- | --- | | SigLIP | 80.5 | Not recorded | 68fa73e31e209131cea5eaed | | JEST++ | 80.5 | Not recorded | 68fa73e31e209131cea5eaed | | EVA-CLIP | 79.8 | Not recorded | 68fa73e31e209131cea5eaed | | JEST++ | 76.9 | Not recorded | 68fa73e31e209131cea5eaed | | SigLIP | 76.7 | Not recorded | 68fa73e31e209131cea5eaed | | SILC-S | 76.6 | Not recorded | 68fa73e31e209131cea5eaed | | Flexi-JEST++ | 75.8 | Not recorded | 68fa73e31e209131cea5eaed | | CLIP | 75.5 | Not recorded | 68fa73e31e209131cea5eaed | | EVA-CLIP | 74.7 | Not recorded | 68fa73e31e209131cea5eaed | | OpenCLIP | 74 | Not recorded | 68fa73e31e209131cea5eaed | | LessIsMore | 70.8 | Not recorded | 68fa73e31e209131cea5eaed | | OpenCLIP | 70.2 | Not recorded | 68fa73e31e209131cea5eaed | | CLIP | 68.3 | Not recorded | 68fa73e31e209131cea5eaed | ### SigLIP Zero-Shot Accuracy: 80.5. Result ID: 699310ac3a6c3148491373f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"L","# Train":"40B","FLOPS % (Per Iter.)":100,"FLOPS % (Total)":100}. This record does not assert independent reproduction. ### JEST++ Zero-Shot Accuracy: 80.5. Result ID: 699310ac3a6c3148491373f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"L","# Train":"4B","FLOPS % (Per Iter.)":233,"FLOPS % (Total)":23}. This record does not assert independent reproduction. ### EVA-CLIP Zero-Shot Accuracy: 79.8. Result ID: 699310ac3a6c3148491373f0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"L","# Train":"4B","FLOPS % (Per Iter.)":100,"FLOPS % (Total)":10}. This record does not assert independent reproduction. ### JEST++ Zero-Shot Accuracy: 76.9. Result ID: 699310ac3a6c3148491373ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"B","# Train":"4B","FLOPS % (Per Iter.)":233,"FLOPS % (Total)":23}. This record does not assert independent reproduction. ### SigLIP Zero-Shot Accuracy: 76.7. Result ID: 699310ac3a6c3148491373ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"B","# Train":"40B","FLOPS % (Per Iter.)":100,"FLOPS % (Total)":100}. This record does not assert independent reproduction. ### SILC-S Zero-Shot Accuracy: 76.6. Result ID: 699310ac3a6c3148491373eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"B","# Train":"20B","FLOPS % (Per Iter.)":380,"FLOPS % (Total)":190}. This record does not assert independent reproduction. ### Flexi-JEST++ Zero-Shot Accuracy: 75.8. Result ID: 699310ac3a6c3148491373ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"B","# Train":"4B","FLOPS % (Per Iter.)":110,"FLOPS % (Total)":11}. This record does not assert independent reproduction. ### CLIP Zero-Shot Accuracy: 75.5. Result ID: 699310ac3a6c3148491373ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"L","# Train":"13B","FLOPS % (Per Iter.)":100,"FLOPS % (Total)":32}. This record does not assert independent reproduction. ### EVA-CLIP Zero-Shot Accuracy: 74.7. Result ID: 699310ac3a6c3148491373e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"B","# Train":"8B","FLOPS % (Per Iter.)":100,"FLOPS % (Total)":20}. This record does not assert independent reproduction. ### OpenCLIP Zero-Shot Accuracy: 74. Result ID: 699310ac3a6c3148491373f1. [Reporting paper]() Recorded evaluation configuration: {"Variant":"L","# Train":"32B","FLOPS % (Per Iter.)":100,"FLOPS % (Total)":80}. This record does not assert independent reproduction. ### LessIsMore Zero-Shot Accuracy: 70.8. Result ID: 699310ac3a6c3148491373ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"B","# Train":"11B","FLOPS % (Per Iter.)":100,"FLOPS % (Total)":28}. This record does not assert independent reproduction. ### OpenCLIP Zero-Shot Accuracy: 70.2. Result ID: 699310ac3a6c3148491373e9. [Reporting paper]() Recorded evaluation configuration: {"Variant":"B","# Train":"34B","FLOPS % (Per Iter.)":100,"FLOPS % (Total)":85}. This record does not assert independent reproduction. ### CLIP Zero-Shot Accuracy: 68.3. Result ID: 699310ac3a6c3148491373e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Variant":"B","# Train":"13B","FLOPS % (Per Iter.)":100,"FLOPS % (Total)":32}. 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