# Image Classification on Stanford Cars (Base, Novel, and HM Accuracy Evaluation) Source: [Image Classification on Stanford Cars (Base, Novel, and HM Accuracy Evaluation)]() Collection index: [llms.txt]() Data updated: 2026-05-08T09:27:42.425Z Evaluation of Image Classification performance on the Stanford Cars dataset, reporting Base Accuracy, Novel Accuracy, and HM 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) | Stanford Cars | | Metric | Base 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 - [Base Accuracy](): Higher is better; unit: PERCENT. - [Novel Accuracy](): Higher is better; unit: PERCENT. - [HM Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Base Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GalLoP + CAKI | 74.2 | Not recorded | 69fd6e455497b3b670c89620 | | GalLoP | 74.1 | Not recorded | 69fd6e455497b3b670c89620 | | PromptSRC + CAKI | 73.7 | Not recorded | 69fd6e455497b3b670c89620 | | PromptSRC | 73.6 | Not recorded | 69fd6e455497b3b670c89620 | | TCP + CAKI | 72.5 | Not recorded | 69fd6e455497b3b670c89620 | | TCP | 71.4 | Not recorded | 69fd6e455497b3b670c89620 | | CoOp + CAKI | 71.3 | Not recorded | 69fd6e455497b3b670c89620 | | CoOp | 70.4 | Not recorded | 69fd6e455497b3b670c89620 | | MaPLe + CAKI | 69.5 | Not recorded | 69fd6e455497b3b670c89620 | | MaPLe | 69.3 | Not recorded | 69fd6e455497b3b670c89620 | | CoCoOp + CAKI | 66.2 | Not recorded | 69fd6e455497b3b670c89620 | | CoCoOp | 65.6 | Not recorded | 69fd6e455497b3b670c89620 | | CLIP | 63.3 | Not recorded | 69fd6e455497b3b670c89620 | ### GalLoP + CAKI Base Accuracy: 74.2. Result ID: 69fdab8e47f34ce924e0ee19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### GalLoP Base Accuracy: 74.1. Result ID: 69fdab8e47f34ce924e0ee18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### PromptSRC + CAKI Base Accuracy: 73.7. Result ID: 69fdab8e47f34ce924e0ee15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### PromptSRC Base Accuracy: 73.6. Result ID: 69fdab8e47f34ce924e0ee14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### TCP + CAKI Base Accuracy: 72.5. Result ID: 69fdab8e47f34ce924e0ee17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### TCP Base Accuracy: 71.4. Result ID: 69fdab8e47f34ce924e0ee16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### CoOp + CAKI Base Accuracy: 71.3. Result ID: 69fdab8e47f34ce924e0ee0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### CoOp Base Accuracy: 70.4. Result ID: 69fdab8e47f34ce924e0ee0e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### MaPLe + CAKI Base Accuracy: 69.5. Result ID: 69fdab8e47f34ce924e0ee13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### MaPLe Base Accuracy: 69.3. Result ID: 69fdab8e47f34ce924e0ee12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### CoCoOp + CAKI Base Accuracy: 66.2. Result ID: 69fdab8e47f34ce924e0ee11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### CoCoOp Base Accuracy: 65.6. Result ID: 69fdab8e47f34ce924e0ee10. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### CLIP Base Accuracy: 63.3. Result ID: 69fdab8e47f34ce924e0ee0d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. Page 1 of 1. 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