# Image Classification on StanfordCars (Top-1 and Top-5 Accuracy) Source: [Image Classification on StanfordCars (Top-1 and Top-5 Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-06-09T08:05:37.601Z Evaluation of Image Classification performance on the StanfordCars dataset, reporting standard Top-1 and Top-5 accuracy metrics. 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 | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 Accuracy](): Higher is better; unit: PERCENT. - [Top-5 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | OSTB | 94.96 | Not recorded | 6a279e4090966ade919bf883 | | Base | 64.22 | Not recorded | 68fa7bf01e209131cea8b6e6 | | CLIP-B/32 | 60.09 | Not recorded | 6a279e4090966ade919bf883 | | PGSVD | 56.63 | Not recorded | 68fa7bf01e209131cea8b6e6 | | SVD-ALS | 51.73 | Not recorded | 68fa7bf01e209131cea8b6e6 | | PGSVD | 39.77 | Not recorded | 68fa7bf01e209131cea8b6e6 | | SVD-ALS | 31.94 | Not recorded | 68fa7bf01e209131cea8b6e6 | | SVD | 0.67 | Not recorded | 68fa7bf01e209131cea8b6e6 | | SVD | 0.57 | Not recorded | 68fa7bf01e209131cea8b6e6 | ### OSTB Top-1 Accuracy: 94.96. Result ID: 6a27c939fbc373592c246486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"Final Ensemble"}. This record does not assert independent reproduction. ### Base Top-1 Accuracy: 64.22. Result ID: 6a227bd7fbc373592c201dcf. [Reporting paper]() Recorded evaluation configuration: {"Compression":"Base","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### CLIP-B/32 Top-1 Accuracy: 60.09. Result ID: 6a27c939fbc373592c246485. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"CLIP-B/32","Protocol":"Zero-shot"}. This record does not assert independent reproduction. ### PGSVD Top-1 Accuracy: 56.63. Result ID: 6a227bd7fbc373592c201dd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression":"20%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SVD-ALS Top-1 Accuracy: 51.73. Result ID: 6a227bd7fbc373592c201dd1. [Reporting paper]() Recorded evaluation configuration: {"Compression":"20%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### PGSVD Top-1 Accuracy: 39.77. Result ID: 6a227bd7fbc373592c201dd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Compression":"40%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SVD-ALS Top-1 Accuracy: 31.94. Result ID: 6a227bd7fbc373592c201dd4. [Reporting paper]() Recorded evaluation configuration: {"Compression":"40%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SVD Top-1 Accuracy: 0.67. Result ID: 6a227bd7fbc373592c201dd3. [Reporting paper]() Recorded evaluation configuration: {"Compression":"40%","Setting":"Zero-shot"}. This record does not assert independent reproduction. ### SVD Top-1 Accuracy: 0.57. Result ID: 6a227bd7fbc373592c201dd0. [Reporting paper]() Recorded evaluation configuration: {"Compression":"20%","Setting":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.