# Image Classification on Stanford Cars (Novel) Source: [Image Classification on Stanford Cars (Novel)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:48.511Z Evaluation of Image Classification performance on the novel variant or split of the Stanford Cars dataset. 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 (Novel) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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](): Higher is better; unit: PERCENT. - [Base Accuracy](): Higher is better; unit: PERCENT. - [Harmonic Mean (HM)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | PromptAlign | 75.71 | Not recorded | 68fa71d41e209131cea533bd | | MaPLe+TPT | 75.2 | Not recorded | 68fa71d41e209131cea533bd | | RMAdapter | 75.1 | Not recorded | 6937acfe6cfd488761a4e701 | | KgCoOp | 75.04 | Not recorded | 6937acfe6cfd488761a4e701 | | PromptSRC | 75 | Not recorded | 6937acfe6cfd488761a4e701 | | CLIP | 74.89 | Not recorded | 6937acfe6cfd488761a4e701 | | CoPrompt | 74.4 | Not recorded | 6937acfe6cfd488761a4e701 | | TCP | 74.13 | Not recorded | 6937acfe6cfd488761a4e701 | | MaPLe | 74.04 | Not recorded | 6937acfe6cfd488761a4e701 | | MaPLe | 73.97 | Not recorded | 68fa71d41e209131cea533bd | | Co-CoOp | 73.29 | Not recorded | 6937acfe6cfd488761a4e701 | | MMA | 73.1 | Not recorded | 6937acfe6cfd488761a4e701 | | ProDA | 71.2 | Not recorded | 68fa71d41e209131cea533bd | | CoOp | 60.4 | Not recorded | 6937acfe6cfd488761a4e701 | ### PromptAlign Top-1 Acc: 75.71. Result ID: 6991e8403a6c3148490b5bc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe+TPT Top-1 Acc: 75.2. Result ID: 6991e8403a6c3148490b5bc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"test-time prompt tuning":true}. This record does not assert independent reproduction. ### RMAdapter Top-1 Acc: 75.1. Result ID: 69987e395698665ec4df3cac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. ### KgCoOp Top-1 Acc: 75.04. Result ID: 69987e395698665ec4df3ca6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. ### PromptSRC Top-1 Acc: 75. Result ID: 69987e395698665ec4df3ca9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. ### CLIP Top-1 Acc: 74.89. Result ID: 69987e395698665ec4df3ca3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. ### CoPrompt Top-1 Acc: 74.4. Result ID: 69987e395698665ec4df3cab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. ### TCP Top-1 Acc: 74.13. Result ID: 69987e395698665ec4df3ca8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. ### MaPLe Top-1 Acc: 74.04. Result ID: 69987e395698665ec4df3ca7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. ### MaPLe Top-1 Acc: 73.97. Result ID: 6991e8403a6c3148490b5bc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-CoOp Top-1 Acc: 73.29. Result ID: 69987e395698665ec4df3ca5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. ### MMA Top-1 Acc: 73.1. Result ID: 69987e395698665ec4df3caa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. ### ProDA Top-1 Acc: 71.2. Result ID: 6991e8403a6c3148490b5bbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Top-1 Acc: 60.4. Result ID: 69987e395698665ec4df3ca4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"setting":"Base-to-Novel Generalization"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.