# Few-shot Image Classification on StanfordCars Source: [Few-shot Image Classification on StanfordCars]() Collection index: [llms.txt]() Data updated: 2026-06-05T08:12:09.220Z Evaluation of Few-shot Image Classification performance on the Stanford Cars dataset, reporting 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 | Few-shot Image Classification | | Dataset (including any stated split) | StanfordCars | | Metric | Accuracy | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 50 of 50 | | 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 - [Accuracy](): Higher is better; unit: SCALAR. - [1-Shot Accuracy](): Higher is better; unit: SCALAR. - [5-Shot Accuracy](): Higher is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | uDTW | 0.7996 | Not recorded | 6a15295bdbd7150506f7e233 | | sDTW | 0.7979 | Not recorded | 6a15295bdbd7150506f7e233 | | PromptSRC | 0.7827 | Not recorded | 68fa75731e209131cea68013 | | AAPE | 0.7751 | Not recorded | 68fa75731e209131cea68013 | | Full Fine-tuning | 0.7691 | Not recorded | 68fa6f241e209131cea4403e | | CoOp | 0.7273 | Not recorded | 68fa6ee91e209131cea42d7a | | KgCoOp | 0.7198 | Not recorded | 68fa6ee91e209131cea42d7a | | ProGrad | 0.7175 | Not recorded | 68fa6ee91e209131cea42d7a | | uDTW | 0.6956 | Not recorded | 6a15295bdbd7150506f7e233 | | CoCoOp | 0.691 | Not recorded | 68fa6ee91e209131cea42d7a | | Euclidean | 0.687 | Not recorded | 6a15295bdbd7150506f7e233 | | sDTW | 0.6531 | Not recorded | 6a15295bdbd7150506f7e233 | | PVP | 0.6109 | Not recorded | 68fa6f241e209131cea4403e | | Euclidean | 0.5755 | Not recorded | 6a15295bdbd7150506f7e233 | | PsCo | 0.575 | Not recorded | 6a15295bdbd7150506f7e233 | | VPT | 0.5733 | Not recorded | 68fa6f241e209131cea4403e | | Meta-SVEBM | 0.4623 | Not recorded | 6a15295bdbd7150506f7e233 | | PsCo | 0.4401 | Not recorded | 6a15295bdbd7150506f7e233 | | Full Fine-tuning | 0.412 | Not recorded | 68fa6f241e209131cea4403e | | PVP | 0.4057 | Not recorded | 68fa6f241e209131cea4403e | | Meta-GMVAE | 0.3836 | Not recorded | 6a15295bdbd7150506f7e233 | | VPT | 0.3631 | Not recorded | 68fa6f241e209131cea4403e | | Meta-SVEBM | 0.3427 | Not recorded | 6a15295bdbd7150506f7e233 | | Meta-GMVAE | 0.3139 | Not recorded | 6a15295bdbd7150506f7e233 | | PVP | 0.2608 | Not recorded | 68fa6f241e209131cea4403e | | Full Fine-tuning | 0.2357 | Not recorded | 68fa6f241e209131cea4403e | | VPT | 0.2062 | Not recorded | 68fa6f241e209131cea4403e | | PVP | 0.1473 | Not recorded | 68fa6f241e209131cea4403e | | PVP | 0.1073 | Not recorded | 68fa6f241e209131cea4403e | | VPT | 0.0864 | Not recorded | 68fa6f241e209131cea4403e | | Full Fine-tuning | 0.0585 | Not recorded | 68fa6f241e209131cea4403e | | VPT | 0.052 | Not recorded | 68fa6f241e209131cea4403e | | Full Fine-tuning | 0.0417 | Not recorded | 68fa6f241e209131cea4403e | ### uDTW Accuracy: 0.7996. Result ID: 6a1576dffbc373592c0d8c53. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Way":"5","Shots":"20"}. This record does not assert independent reproduction. ### sDTW Accuracy: 0.7979. Result ID: 6a1576dffbc373592c0d8c52. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Way":"5","Shots":"20"}. This record does not assert independent reproduction. ### PromptSRC Accuracy: 0.7827. Result ID: 6993c0063a6c3148491843e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"Prompt learning without language priors"}. This record does not assert independent reproduction. ### AAPE Accuracy: 0.7751. Result ID: 6993c0063a6c3148491843e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompting Strategy":"LLM-based"}. This record does not assert independent reproduction. ### Full Fine-tuning Accuracy: 0.7691. Result ID: 699097ea3a6c31484901b99c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### CoOp Accuracy: 0.7273. Result ID: 69906f7a3a6c31484900878e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":4,"Prompt type":"tp"}. This record does not assert independent reproduction. ### KgCoOp Accuracy: 0.7198. Result ID: 69906f7a3a6c314849008791. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4,"Prompt type":"tp"}. This record does not assert independent reproduction. ### ProGrad Accuracy: 0.7175. Result ID: 69906f7a3a6c314849008790. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":4,"Prompt type":"tp"}. This record does not assert independent reproduction. ### uDTW Accuracy: 0.6956. Result ID: 6a1576dffbc373592c0d8c4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Way":"5","Shots":"5"}. This record does not assert independent reproduction. ### CoCoOp Accuracy: 0.691. Result ID: 69906f7a3a6c31484900878f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":4,"Prompt type":"vp+tp"}. This record does not assert independent reproduction. ### Euclidean Accuracy: 0.687. Result ID: 6a1576dffbc373592c0d8c51. [Reporting paper]() Recorded evaluation configuration: {"Way":"5","Shots":"20"}. This record does not assert independent reproduction. ### sDTW Accuracy: 0.6531. Result ID: 6a1576dffbc373592c0d8c4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Way":"5","Shots":"5"}. This record does not assert independent reproduction. ### PVP Accuracy: 0.6109. Result ID: 699097ea3a6c31484901b9a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### Euclidean Accuracy: 0.5755. Result ID: 6a1576dffbc373592c0d8c4b. [Reporting paper]() Recorded evaluation configuration: {"Way":"5","Shots":"5"}. This record does not assert independent reproduction. ### PsCo Accuracy: 0.575. Result ID: 6a1576dffbc373592c0d8c50. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Way":"5","Shots":"20"}. This record does not assert independent reproduction. ### VPT Accuracy: 0.5733. Result ID: 699097ea3a6c31484901b9a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"16"}. This record does not assert independent reproduction. ### Meta-SVEBM Accuracy: 0.4623. Result ID: 6a1576dffbc373592c0d8c4f. [Reporting paper]() Recorded evaluation configuration: {"Way":"5","Shots":"20"}. This record does not assert independent reproduction. ### PsCo Accuracy: 0.4401. Result ID: 6a1576dffbc373592c0d8c4a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Way":"5","Shots":"5"}. This record does not assert independent reproduction. ### Full Fine-tuning Accuracy: 0.412. Result ID: 699097ea3a6c31484901b99d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8"}. This record does not assert independent reproduction. ### PVP Accuracy: 0.4057. Result ID: 699097ea3a6c31484901b9a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"8"}. This record does not assert independent reproduction. ### Meta-GMVAE Accuracy: 0.3836. Result ID: 6a1576dffbc373592c0d8c4e. [Reporting paper]() Recorded evaluation configuration: {"Way":"5","Shots":"20"}. This record does not assert independent reproduction. ### VPT Accuracy: 0.3631. Result ID: 699097ea3a6c31484901b9a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"8"}. This record does not assert independent reproduction. ### Meta-SVEBM Accuracy: 0.3427. Result ID: 6a1576dffbc373592c0d8c49. [Reporting paper]() Recorded evaluation configuration: {"Way":"5","Shots":"5"}. This record does not assert independent reproduction. ### Meta-GMVAE Accuracy: 0.3139. Result ID: 6a1576dffbc373592c0d8c48. [Reporting paper]() Recorded evaluation configuration: {"Way":"5","Shots":"5"}. This record does not assert independent reproduction. ### PVP Accuracy: 0.2608. Result ID: 699097ea3a6c31484901b9a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### Full Fine-tuning Accuracy: 0.2357. Result ID: 699097ea3a6c31484901b99e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### VPT Accuracy: 0.2062. Result ID: 699097ea3a6c31484901b9a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"4"}. This record does not assert independent reproduction. ### PVP Accuracy: 0.1473. Result ID: 699097ea3a6c31484901b9a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction. ### PVP Accuracy: 0.1073. Result ID: 699097ea3a6c31484901b9aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction. ### VPT Accuracy: 0.0864. Result ID: 699097ea3a6c31484901b9a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction. ### Full Fine-tuning Accuracy: 0.0585. Result ID: 699097ea3a6c31484901b99f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"2"}. This record does not assert independent reproduction. ### VPT Accuracy: 0.052. Result ID: 699097ea3a6c31484901b9a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction. ### Full Fine-tuning Accuracy: 0.0417. Result ID: 699097ea3a6c31484901b9a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.