# Image Classification on StanfordCars novel classes Source: [Image Classification on StanfordCars novel classes]() Collection index: [llms.txt]() Data updated: 2026-02-27T14:19:32.941Z Evaluation of Image Classification performance on the novel classes subset of the StanfordCars dataset, reporting Accuracy and Expected Calibration Error (ECE). 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) | StanfordCars novel classes | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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. - [ECE](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ManiPT | 75.61 | Not recorded | 699d307b6017c4460ffab3ad | | PromptSRC | 74.97 | Not recorded | 699d307b6017c4460ffab3ad | | CLIP | 74.89 | Not recorded | 699d307b6017c4460ffab3ad | | LLaMP | 74.54 | Not recorded | 699d307b6017c4460ffab3ad | | CoPrompt | 74.4 | Not recorded | 699d307b6017c4460ffab3ad | | TAP | 74.27 | Not recorded | 699d307b6017c4460ffab3ad | | TAC | 74.17 | Not recorded | 699d307b6017c4460ffab3ad | | MaPLe | 74 | Not recorded | 699d307b6017c4460ffab3ad | | CoCoOp | 73.59 | Not recorded | 699d307b6017c4460ffab3ad | | Penalty | 61.37 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 61.1 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 60.4 | Not recorded | 699d307b6017c4460ffab3ad | | CoOp | 60.04 | Not recorded | 699d30716017c4460ffab2ff | | TCPT | 59.88 | Not recorded | 699d30716017c4460ffab2ff | | Penalty | 59.83 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 59.01 | Not recorded | 699d30716017c4460ffab2ff | | ZS-Norm | 57.86 | Not recorded | 699d30716017c4460ffab2ff | | CoOp | 57.84 | Not recorded | 699d30716017c4460ffab2ff | ### ManiPT Accuracy: 75.61. Result ID: 699e3adb5698665ec4f791c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PromptSRC Accuracy: 74.97. Result ID: 699e3adb5698665ec4f791c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CLIP Accuracy: 74.89. Result ID: 699e3adb5698665ec4f791bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LLaMP Accuracy: 74.54. Result ID: 699e3adb5698665ec4f791bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoPrompt Accuracy: 74.4. Result ID: 699e3adb5698665ec4f791c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAP Accuracy: 74.27. Result ID: 699e3adb5698665ec4f791c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TAC Accuracy: 74.17. Result ID: 699e3adb5698665ec4f791c2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MaPLe Accuracy: 74. Result ID: 699e3adb5698665ec4f791be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoCoOp Accuracy: 73.59. Result ID: 699e3adb5698665ec4f791bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Penalty Accuracy: 61.37. Result ID: 69a1a7d535dfcabb00e801d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### TCPT Accuracy: 61.1. Result ID: 69a1a7d535dfcabb00e801da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### CoOp Accuracy: 60.4. Result ID: 699e3adb5698665ec4f791bc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoOp Accuracy: 60.04. Result ID: 69a1a7d535dfcabb00e801d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### TCPT Accuracy: 59.88. Result ID: 69a1a7d535dfcabb00e801d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### Penalty Accuracy: 59.83. Result ID: 69a1a7d535dfcabb00e801d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 59.01. Result ID: 69a1a7d535dfcabb00e801d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT-B/32"}. This record does not assert independent reproduction. ### ZS-Norm Accuracy: 57.86. Result ID: 69a1a7d535dfcabb00e801d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. ### CoOp Accuracy: 57.84. Result ID: 69a1a7d535dfcabb00e801d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"RN-50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.