# Image Classification on N-Cars Source: [Image Classification on N-Cars]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:06:59.134Z Evaluation of Image Classification performance on the N-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) | N-Cars | | Metric | Top-1 Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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. ## Recorded results | Method | Top-1 Accuracy | Result date | Report paper | | --- | --- | --- | --- | | tdBN (w/ NDA) | 91.9 | Not recorded | 68fa6d181e209131cea37ae0 | | tdBN (w/ NDA) | 90.1 | Not recorded | 68fa6d181e209131cea37ae0 | | tdBN (w/o NDA) | 87.4 | Not recorded | 68fa6d181e209131cea37ae0 | | tdBN (w/ NDA) | 87.2 | Not recorded | 68fa6d181e209131cea37ae0 | | CarSNN | 86 | Not recorded | 68fa6d181e209131cea37ae0 | | tdBN (w/o NDA) | 84.4 | Not recorded | 68fa6d181e209131cea37ae0 | | tdBN (w/o NDA) | 82.4 | Not recorded | 68fa6d181e209131cea37ae0 | | HATS | 81 | Not recorded | 68fa6d181e209131cea37ae0 | | CarSNN | 77 | Not recorded | 68fa6d181e209131cea37ae0 | | HOTS | 54 | Not recorded | 68fa6d181e209131cea37ae0 | ### tdBN (w/ NDA) Top-1 Accuracy: 91.9. Result ID: 698f7d3c3a6c314849f92c21. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"VGG-11","T Step":10,"Resolution":"128x128"}. This record does not assert independent reproduction. ### tdBN (w/ NDA) Top-1 Accuracy: 90.1. Result ID: 698f7d3c3a6c314849f92c1f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"VGG-11","T Step":10}. This record does not assert independent reproduction. ### tdBN (w/o NDA) Top-1 Accuracy: 87.4. Result ID: 698f7d3c3a6c314849f92c20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VGG-11","T Step":10,"Resolution":"128x128","Our implementation":true}. This record does not assert independent reproduction. ### tdBN (w/ NDA) Top-1 Accuracy: 87.2. Result ID: 698f7d3c3a6c314849f92c1d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ResNet-19","T Step":10,"Quadrupled channel number":true}. This record does not assert independent reproduction. ### CarSNN Top-1 Accuracy: 86. Result ID: 698f7d3c3a6c314849f92c1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"4-layer CNN","T Step":10,"Resolution":"128x128"}. This record does not assert independent reproduction. ### tdBN (w/o NDA) Top-1 Accuracy: 84.4. Result ID: 698f7d3c3a6c314849f92c1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VGG-11","T Step":10,"Our implementation":true}. This record does not assert independent reproduction. ### tdBN (w/o NDA) Top-1 Accuracy: 82.4. Result ID: 698f7d3c3a6c314849f92c1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet-19","T Step":10,"Quadrupled channel number":true,"Our implementation":true}. This record does not assert independent reproduction. ### HATS Top-1 Accuracy: 81. Result ID: 698f7d3c3a6c314849f92c19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"N/A","T Step":10}. This record does not assert independent reproduction. ### CarSNN Top-1 Accuracy: 77. Result ID: 698f7d3c3a6c314849f92c1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"4-layer CNN","T Step":10}. This record does not assert independent reproduction. ### HOTS Top-1 Accuracy: 54. Result ID: 698f7d3c3a6c314849f92c18. [Reporting paper]() Recorded evaluation configuration: {"Model":"N/A","T Step":10}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.