# 5-way classification on Cars (test) Source: [5-way classification on Cars (test)]() Collection index: [llms.txt]() Data updated: 2026-03-06T09:19:07.074Z Evaluation of 5-way classification performance on the test split of the 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 | 5-way classification | | Dataset (including any stated split) | Cars (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 29 of 29 | | 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: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FLoR | 68.44 | Not recorded | 69aa5f902d603e6de3e4192a | | SRasP | 67.97 | Not recorded | 69aa5f902d603e6de3e4192a | | SRasP | 66.52 | Not recorded | 69aa5f902d603e6de3e4192a | | SVasP | 66.47 | Not recorded | 69aa5f902d603e6de3e4192a | | StyleAdv | 66.02 | Not recorded | 69aa5f902d603e6de3e4192a | | ReCIT | 64.9 | Not recorded | 69aa5f902d603e6de3e4192a | | REAP | 63.98 | Not recorded | 69aa5f902d603e6de3e4192a | | ReCIT | 63.85 | Not recorded | 69aa5f902d603e6de3e4192a | | SVasP | 62.6 | Not recorded | 69aa5f902d603e6de3e4192a | | REAP | 62.6 | Not recorded | 69aa5f902d603e6de3e4192a | | CD-CLS | 62.23 | Not recorded | 69aa5f902d603e6de3e4192a | | CD-CLS | 62.17 | Not recorded | 69aa5f902d603e6de3e4192a | | FLoR | 61.75 | Not recorded | 69aa5f902d603e6de3e4192a | | StyleAdv | 61.73 | Not recorded | 69aa5f902d603e6de3e4192a | | SRasP | 44.47 | Not recorded | 69aa5f902d603e6de3e4192a | | SRasP | 44.47 | Not recorded | 69aa5f902d603e6de3e4192a | | FLoR | 43.42 | Not recorded | 69aa5f902d603e6de3e4192a | | ReCIT | 43.17 | Not recorded | 69aa5f902d603e6de3e4192a | | REAP | 42.99 | Not recorded | 69aa5f902d603e6de3e4192a | | ReCIT | 42.89 | Not recorded | 69aa5f902d603e6de3e4192a | | REAP | 42.23 | Not recorded | 69aa5f902d603e6de3e4192a | | CD-CLS | 42.23 | Not recorded | 69aa5f902d603e6de3e4192a | | CD-CLS | 41.67 | Not recorded | 69aa5f902d603e6de3e4192a | | FLoR | 40.71 | Not recorded | 69aa5f902d603e6de3e4192a | | SVasP | 40.51 | Not recorded | 69aa5f902d603e6de3e4192a | | SVasP | 40.51 | Not recorded | 69aa5f902d603e6de3e4192a | | StyleAdv | 40.48 | Not recorded | 69aa5f902d603e6de3e4192a | | StyleAdv | 40.48 | Not recorded | 69aa5f902d603e6de3e4192a | | PMF | 37.24 | Not recorded | 69aa5f902d603e6de3e4192a | ### FLoR Accuracy: 68.44. Result ID: 69aa9c016dbb7075b9549c8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"CVPR’24"}. This record does not assert independent reproduction. ### SRasP Accuracy: 67.97. Result ID: 69aa9c016dbb7075b9549c91. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"-"}. This record does not assert independent reproduction. ### SRasP Accuracy: 66.52. Result ID: 69aa9c016dbb7075b9549c8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"-"}. This record does not assert independent reproduction. ### SVasP Accuracy: 66.47. Result ID: 69aa9c016dbb7075b9549c8e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"AAAI’25"}. This record does not assert independent reproduction. ### StyleAdv Accuracy: 66.02. Result ID: 69aa9c016dbb7075b9549c8b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### ReCIT Accuracy: 64.9. Result ID: 69aa9c016dbb7075b9549c90. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"ICML’25"}. This record does not assert independent reproduction. ### REAP Accuracy: 63.98. Result ID: 69aa9c016dbb7075b9549c8f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"ICML’25"}. This record does not assert independent reproduction. ### ReCIT Accuracy: 63.85. Result ID: 69aa9c016dbb7075b9549c89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"ICML’25"}. This record does not assert independent reproduction. ### SVasP Accuracy: 62.6. Result ID: 69aa9c016dbb7075b9549c87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"AAAI’25"}. This record does not assert independent reproduction. ### REAP Accuracy: 62.6. Result ID: 69aa9c016dbb7075b9549c88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"ICML’25"}. This record does not assert independent reproduction. ### CD-CLS Accuracy: 62.23. Result ID: 69aa9c016dbb7075b9549c8d. [Reporting paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"NeurIPS’24"}. This record does not assert independent reproduction. ### CD-CLS Accuracy: 62.17. Result ID: 69aa9c016dbb7075b9549c86. [Reporting paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"NeurIPS’24"}. This record does not assert independent reproduction. ### FLoR Accuracy: 61.75. Result ID: 69aa9c016dbb7075b9549c85. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"CVPR’24"}. This record does not assert independent reproduction. ### StyleAdv Accuracy: 61.73. Result ID: 69aa9c016dbb7075b9549c84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"5-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### SRasP Accuracy: 44.47. Result ID: 69aa9c016dbb7075b9549c7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"-"}. This record does not assert independent reproduction. ### SRasP Accuracy: 44.47. Result ID: 69aa9c016dbb7075b9549c83. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"-"}. This record does not assert independent reproduction. ### FLoR Accuracy: 43.42. Result ID: 69aa9c016dbb7075b9549c7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"CVPR’24"}. This record does not assert independent reproduction. ### ReCIT Accuracy: 43.17. Result ID: 69aa9c016dbb7075b9549c82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"ICML’25"}. This record does not assert independent reproduction. ### REAP Accuracy: 42.99. Result ID: 69aa9c016dbb7075b9549c81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"ICML’25"}. This record does not assert independent reproduction. ### ReCIT Accuracy: 42.89. Result ID: 69aa9c016dbb7075b9549c7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"ICML’25"}. This record does not assert independent reproduction. ### REAP Accuracy: 42.23. Result ID: 69aa9c016dbb7075b9549c79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"ICML’25"}. This record does not assert independent reproduction. ### CD-CLS Accuracy: 42.23. Result ID: 69aa9c016dbb7075b9549c7f. [Reporting paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"NeurIPS’24"}. This record does not assert independent reproduction. ### CD-CLS Accuracy: 41.67. Result ID: 69aa9c016dbb7075b9549c77. [Reporting paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"NeurIPS’24"}. This record does not assert independent reproduction. ### FLoR Accuracy: 40.71. Result ID: 69aa9c016dbb7075b9549c76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"CVPR’24"}. This record does not assert independent reproduction. ### SVasP Accuracy: 40.51. Result ID: 69aa9c016dbb7075b9549c78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"AAAI’25"}. This record does not assert independent reproduction. ### SVasP Accuracy: 40.51. Result ID: 69aa9c016dbb7075b9549c80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"AAAI’25"}. This record does not assert independent reproduction. ### StyleAdv Accuracy: 40.48. Result ID: 69aa9c016dbb7075b9549c75. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"False","Backbone":"ViT-S","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### StyleAdv Accuracy: 40.48. Result ID: 69aa9c016dbb7075b9549c7d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"CVPR’23"}. This record does not assert independent reproduction. ### PMF Accuracy: 37.24. Result ID: 69aa9c016dbb7075b9549c7c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Shots":"1-shot","Fine-tuning":"True","Backbone":"ViT-S","Venue":"CVPR’22"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.