# Zero-Shot Classification on ImageNet (ASR) Source: [Zero-Shot Classification on ImageNet (ASR)]() Collection index: [llms.txt]() Data updated: 2026-05-20T07:15:36.631Z Evaluation of Zero-shot Classification performance on the standard ImageNet dataset, specifically reporting Average Success Rate (ASR). 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 | Zero-Shot Classification | | Dataset (including any stated split) | ImageNet | | Metric | ASR | | 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 - [ASR](): Higher is better; unit: PERCENT. ## Recorded results | Method | ASR | Result date | Report paper | | --- | --- | --- | --- | | DarkLLM | 64.7 | Not recorded | 6a0d4015f984739ed67377ec | | X-Transfer | 63.4 | Not recorded | 6a0d4015f984739ed67377ec | | C-PGC | 53 | Not recorded | 6a0d4015f984739ed67377ec | | ETU | 51.5 | Not recorded | 6a0d4015f984739ed67377ec | | Meta-UAP | 39.4 | Not recorded | 6a0d4015f984739ed67377ec | | X-Transfer | 37.2 | Not recorded | 6a0d4015f984739ed67377ec | | Meta-UAP | 35.8 | Not recorded | 6a0d4015f984739ed67377ec | | TRM-UAP | 33 | Not recorded | 6a0d4015f984739ed67377ec | | C-PGC | 31.8 | Not recorded | 6a0d4015f984739ed67377ec | | GD-UAP | 29.8 | Not recorded | 6a0d4015f984739ed67377ec | | TRM-UAP | 27.9 | Not recorded | 6a0d4015f984739ed67377ec | | GD-UAP | 22.2 | Not recorded | 6a0d4015f984739ed67377ec | | ETU | 21.8 | Not recorded | 6a0d4015f984739ed67377ec | ### DarkLLM ASR: 64.7. Result ID: 6a0d5f7ffbc373592c04f953. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Ensemble"}. This record does not assert independent reproduction. ### X-Transfer ASR: 63.4. Result ID: 6a0d5f7ffbc373592c04f952. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Base"}. This record does not assert independent reproduction. ### C-PGC ASR: 53. Result ID: 6a0d5f7ffbc373592c04f950. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"ViT-B/16-COCO"}. This record does not assert independent reproduction. ### ETU ASR: 51.5. Result ID: 6a0d5f7ffbc373592c04f94e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"ViT-B/16-Flickr"}. This record does not assert independent reproduction. ### Meta-UAP ASR: 39.4. Result ID: 6a0d5f7ffbc373592c04f94b. [Reporting paper]() Recorded evaluation configuration: {"Variant":"Ensemble"}. This record does not assert independent reproduction. ### X-Transfer ASR: 37.2. Result ID: 6a0d5f7ffbc373592c04f951. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Vanilla"}. This record does not assert independent reproduction. ### Meta-UAP ASR: 35.8. Result ID: 6a0d5f7ffbc373592c04f94c. [Reporting paper]() Recorded evaluation configuration: {"Variant":"Ensemble-Meta"}. This record does not assert independent reproduction. ### TRM-UAP ASR: 33. Result ID: 6a0d5f7ffbc373592c04f949. [Reporting paper]() Recorded evaluation configuration: {"Variant":"GoogleNet"}. This record does not assert independent reproduction. ### C-PGC ASR: 31.8. Result ID: 6a0d5f7ffbc373592c04f94f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"RN101-COCO"}. This record does not assert independent reproduction. ### GD-UAP ASR: 29.8. Result ID: 6a0d5f7ffbc373592c04f948. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"CLS"}. This record does not assert independent reproduction. ### TRM-UAP ASR: 27.9. Result ID: 6a0d5f7ffbc373592c04f94a. [Reporting paper]() Recorded evaluation configuration: {"Variant":"RN152"}. This record does not assert independent reproduction. ### GD-UAP ASR: 22.2. Result ID: 6a0d5f7ffbc373592c04f947. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"Seg"}. This record does not assert independent reproduction. ### ETU ASR: 21.8. Result ID: 6a0d5f7ffbc373592c04f94d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Variant":"RN50-Flickr"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.