# Image Classification on CompCars Surveillance (test) Source: [Image Classification on CompCars Surveillance (test)]() Collection index: [llms.txt]() Data updated: 2026-02-27T08:39:08.178Z Evaluation of Image Classification performance on the test split of the CompCars Surveillance 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) | CompCars Surveillance (test) | | Metric | Top-1 Acc | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 Acc](): Higher is better; unit: PERCENT. ## Recorded results | Method | Top-1 Acc | Result date | Report paper | | --- | --- | --- | --- | | Ours | 99.2 | Not recorded | 68fa68ba1e209131cea1dcd5 | | Fang et al. | 98.6 | Not recorded | 68fa68ba1e209131cea1dcd5 | | GoogLeNet | 98.4 | Not recorded | 68fa68ba1e209131cea1dcd5 | | SNAS | 98.4 | Not recorded | 68fa68ba1e209131cea1dcd5 | | Overfeat | 98.3 | Not recorded | 68fa68ba1e209131cea1dcd5 | | DARTS | 98.1 | Not recorded | 68fa68ba1e209131cea1dcd5 | | AlexNet | 98 | Not recorded | 68fa68ba1e209131cea1dcd5 | | FedFTG | 51.85 | Not recorded | 68fa71071e209131cea4eb13 | | FedDyn | 50.46 | Not recorded | 68fa71071e209131cea4eb13 | | SCAFFOLD | 48.64 | Not recorded | 68fa71071e209131cea4eb13 | | FedDF | 47.31 | Not recorded | 68fa71071e209131cea4eb13 | | FedGen | 45.96 | Not recorded | 68fa71071e209131cea4eb13 | | FedProx | 44.07 | Not recorded | 68fa71071e209131cea4eb13 | | FedAvg | 43.34 | Not recorded | 68fa71071e209131cea4eb13 | ### Ours Top-1 Acc: 99.2. Result ID: 698d80628b517eb43321fb28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"CNN Type":"NAS-based"}. This record does not assert independent reproduction. ### Fang et al. Top-1 Acc: 98.6. Result ID: 698d80628b517eb43321fb25. [Reporting paper]() Recorded evaluation configuration: {"CNN Type":"Manual"}. This record does not assert independent reproduction. ### GoogLeNet Top-1 Acc: 98.4. Result ID: 698d80628b517eb43321fb24. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CNN Type":"Manual"}. This record does not assert independent reproduction. ### SNAS Top-1 Acc: 98.4. Result ID: 698d80628b517eb43321fb27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CNN Type":"NAS-based"}. This record does not assert independent reproduction. ### Overfeat Top-1 Acc: 98.3. Result ID: 698d80628b517eb43321fb23. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CNN Type":"Manual"}. This record does not assert independent reproduction. ### DARTS Top-1 Acc: 98.1. Result ID: 698d80628b517eb43321fb26. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CNN Type":"NAS-based"}. This record does not assert independent reproduction. ### AlexNet Top-1 Acc: 98. Result ID: 698d80628b517eb43321fb22. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"CNN Type":"Manual"}. This record does not assert independent reproduction. ### FedFTG Top-1 Acc: 51.85. Result ID: 69a1581335dfcabb00e66aad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"beta":"0.6","communication rounds":"100","clients":"50","resolution":"112\*112"}. This record does not assert independent reproduction. ### FedDyn Top-1 Acc: 50.46. Result ID: 69a1581335dfcabb00e66aa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.6","communication rounds":"100","clients":"50","resolution":"112\*112"}. This record does not assert independent reproduction. ### SCAFFOLD Top-1 Acc: 48.64. Result ID: 69a1581335dfcabb00e66aaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.6","communication rounds":"100","clients":"50","resolution":"112\*112"}. This record does not assert independent reproduction. ### FedDF Top-1 Acc: 47.31. Result ID: 69a1581335dfcabb00e66aac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.6","communication rounds":"100","clients":"50","resolution":"112\*112"}. This record does not assert independent reproduction. ### FedGen Top-1 Acc: 45.96. Result ID: 69a1581335dfcabb00e66aab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.6","communication rounds":"100","clients":"50","resolution":"112\*112"}. This record does not assert independent reproduction. ### FedProx Top-1 Acc: 44.07. Result ID: 69a1581335dfcabb00e66aa8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.6","communication rounds":"100","clients":"50","resolution":"112\*112"}. This record does not assert independent reproduction. ### FedAvg Top-1 Acc: 43.34. Result ID: 69a1581335dfcabb00e66aa7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"beta":"0.6","communication rounds":"100","clients":"50","resolution":"112\*112"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.