# Object Classification on N-CARS Source: [Object Classification on N-CARS]() Collection index: [llms.txt]() Data updated: 2026-06-09T10:55:40.887Z Evaluation of Object Classification performance on the N-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 | Object Classification | | Dataset (including any stated split) | N-CARS | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 32 of 32 | | 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. - [MFLOPs/ev](): Lower is better; unit: SIZE. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MVF-Net | 96.8 | Not recorded | 68fa76681e209131cea6cc55 | | EDGCN | 95.8 | Not recorded | 68fa76681e209131cea6cc55 | | M-LSTM | 95.7 | Not recorded | 68fa76681e209131cea6cc55 | | EV-VGCNN | 95.3 | Not recorded | 68fa76681e209131cea6cc55 | | SECNet | 94.7 | Not recorded | 68fa76681e209131cea6cc55 | | ECSNet | 94.6 | Not recorded | 68fa76681e209131cea6cc55 | | AEGNN | 94.5 | Not recorded | 68fa79d11e209131cea7f885 | | AsyNet | 94.4 | Not recorded | 68fa76681e209131cea6cc55 | | VMST-Net | 94.4 | Not recorded | 68fa76681e209131cea6cc55 | | AsyNet | 94.4 | Not recorded | 68fa79d11e209131cea7f885 | | EVSTr | 94.1 | Not recorded | 68fa76681e209131cea6cc55 | | VMV-GCN | 93.2 | Not recorded | 68fa76681e209131cea6cc55 | | EvS-S | 93.1 | Not recorded | 68fa79d11e209131cea7f885 | | M-LSTM | 92.7 | Not recorded | 68fa76681e209131cea6cc55 | | MVF-Net | 92.7 | Not recorded | 68fa76681e209131cea6cc55 | | YOLE | 92.7 | Not recorded | 68fa79d11e209131cea7f885 | | EST | 92.5 | Not recorded | 68fa76681e209131cea6cc55 | | EFGCN-L | 92.3 | Not recorded | 68fa79d11e209131cea7f885 | | EFGCN-B | 92 | Not recorded | 68fa79d11e209131cea7f885 | | EST | 91.9 | Not recorded | 68fa76681e209131cea6cc55 | | NvS-S | 91.5 | Not recorded | 68fa79d11e209131cea7f885 | | RG-CNNs | 91.4 | Not recorded | 68fa76681e209131cea6cc55 | | RG-CNNs | 91.4 | Not recorded | 68fa79d11e209131cea7f885 | | EFGCN-S | 90.7 | Not recorded | 68fa79d11e209131cea7f885 | | HATS | 90.2 | Not recorded | 68fa76681e209131cea6cc55 | | HATS | 90.2 | Not recorded | 68fa79d11e209131cea7f885 | | G-CNNs | 90.2 | Not recorded | 68fa79d11e209131cea7f885 | | EvGNN | 88 | Not recorded | 68fa79d11e209131cea7f885 | | PointNet++ | 80.9 | Not recorded | 68fa76681e209131cea6cc55 | | Gabor-SNN | 78.9 | Not recorded | 68fa76681e209131cea6cc55 | | EventNet | 75 | Not recorded | 68fa76681e209131cea6cc55 | | H-First | 56.1 | Not recorded | 68fa79d11e209131cea7f885 | ### MVF-Net Accuracy: 96.8. Result ID: 6a215536fbc373592c1dbfac. [Reporting paper]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"ImageNet","Publication":"TCSVT’21"}. This record does not assert independent reproduction. ### EDGCN Accuracy: 95.8. Result ID: 6a215536fbc373592c1dbfb8. [Reporting paper]() Recorded evaluation configuration: {"Type":"Voxel Graph","Pretraining":"None","Publication":"AAAI’24"}. This record does not assert independent reproduction. ### M-LSTM Accuracy: 95.7. Result ID: 6a215536fbc373592c1dbfab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"ImageNet","Publication":"ECCV’20"}. This record does not assert independent reproduction. ### EV-VGCNN Accuracy: 95.3. Result ID: 6a215536fbc373592c1dbfb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Voxel Graph","Pretraining":"None","Publication":"CVPR’22"}. This record does not assert independent reproduction. ### SECNet Accuracy: 94.7. Result ID: 6a215536fbc373592c1dbfbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Event Cloud","Pretraining":"None","Publication":"Our"}. This record does not assert independent reproduction. ### ECSNet Accuracy: 94.6. Result ID: 6a215536fbc373592c1dbfb3. [Reporting paper]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"None","Publication":"TCSVT’22"}. This record does not assert independent reproduction. ### AEGNN Accuracy: 94.5. Result ID: 6a27f127fbc373592c259373. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Representation":"Graph","Asynchronous":"✓","Parameters":"0.03 - 20.4 M"}. This record does not assert independent reproduction. ### AsyNet Accuracy: 94.4. Result ID: 6a215536fbc373592c1dbfb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"None","Publication":"ECCV’20"}. This record does not assert independent reproduction. ### VMST-Net Accuracy: 94.4. Result ID: 6a215536fbc373592c1dbfb9. [Reporting paper]() Recorded evaluation configuration: {"Type":"Voxel Grid","Pretraining":"None","Publication":"TCSVT’24"}. This record does not assert independent reproduction. ### AsyNet Accuracy: 94.4. Result ID: 6a27f127fbc373592c25936e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Voxel-Grid","Asynchronous":"✓","Parameters":"3.69 M"}. This record does not assert independent reproduction. ### EVSTr Accuracy: 94.1. Result ID: 6a215536fbc373592c1dbfb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Voxel Grid","Pretraining":"None"}. This record does not assert independent reproduction. ### VMV-GCN Accuracy: 93.2. Result ID: 6a215536fbc373592c1dbfb7. [Reporting paper]() Recorded evaluation configuration: {"Type":"Voxel Graph","Pretraining":"None","Publication":"RAL’22"}. This record does not assert independent reproduction. ### EvS-S Accuracy: 93.1. Result ID: 6a27f127fbc373592c259372. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Graph","Asynchronous":"✓","Parameters":"0.36 - 1.16 M"}. This record does not assert independent reproduction. ### M-LSTM Accuracy: 92.7. Result ID: 6a215536fbc373592c1dbfae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"None","Publication":"ECCV’20"}. This record does not assert independent reproduction. ### MVF-Net Accuracy: 92.7. Result ID: 6a215536fbc373592c1dbfaf. [Reporting paper]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"None","Publication":"TCSVT’21"}. This record does not assert independent reproduction. ### YOLE Accuracy: 92.7. Result ID: 6a27f127fbc373592c25936d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Voxel-Grid","Asynchronous":"✓","Parameters":"2.03 M"}. This record does not assert independent reproduction. ### EST Accuracy: 92.5. Result ID: 6a215536fbc373592c1dbfaa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"ImageNet","Publication":"ICCV’19"}. This record does not assert independent reproduction. ### EFGCN-L Accuracy: 92.3. Result ID: 6a27f127fbc373592c259377. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Graph","Asynchronous":"✓","Parameters":"20.2 - 220.9 k"}. This record does not assert independent reproduction. ### EFGCN-B Accuracy: 92. Result ID: 6a27f127fbc373592c259376. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Graph","Asynchronous":"✓","Parameters":"10.6 - 111.0 k"}. This record does not assert independent reproduction. ### EST Accuracy: 91.9. Result ID: 6a215536fbc373592c1dbfad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"None","Publication":"ICCV’19"}. This record does not assert independent reproduction. ### NvS-S Accuracy: 91.5. Result ID: 6a27f127fbc373592c259371. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Graph","Asynchronous":"✓","Parameters":"0.36 - 1.16 M"}. This record does not assert independent reproduction. ### RG-CNNs Accuracy: 91.4. Result ID: 6a215536fbc373592c1dbfb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Voxel Graph","Pretraining":"None","Publication":"TIP’20"}. This record does not assert independent reproduction. ### RG-CNNs Accuracy: 91.4. Result ID: 6a27f127fbc373592c259370. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Graph","Asynchronous":"✗","Parameters":"5.10 M"}. This record does not assert independent reproduction. ### EFGCN-S Accuracy: 90.7. Result ID: 6a27f127fbc373592c259375. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Graph","Asynchronous":"✓","Parameters":"5.2 - 55.5 k"}. This record does not assert independent reproduction. ### HATS Accuracy: 90.2. Result ID: 6a215536fbc373592c1dbfb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"None","Publication":"CVPR’18"}. This record does not assert independent reproduction. ### HATS Accuracy: 90.2. Result ID: 6a27f127fbc373592c25936c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Time-Surface","Asynchronous":"✓","Parameters":"-"}. This record does not assert independent reproduction. ### G-CNNs Accuracy: 90.2. Result ID: 6a27f127fbc373592c25936f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Graph","Asynchronous":"✗","Parameters":"4.93 M"}. This record does not assert independent reproduction. ### EvGNN Accuracy: 88. Result ID: 6a27f127fbc373592c259374. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Graph","Asynchronous":"✓","Parameters":"4.8 k"}. This record does not assert independent reproduction. ### PointNet++ Accuracy: 80.9. Result ID: 6a215536fbc373592c1dbfbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Point Cloud","Pretraining":"None","Publication":"NIPS’17"}. This record does not assert independent reproduction. ### Gabor-SNN Accuracy: 78.9. Result ID: 6a215536fbc373592c1dbfb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Frame","Pretraining":"None","Publication":"CVPR’18"}. This record does not assert independent reproduction. ### EventNet Accuracy: 75. Result ID: 6a215536fbc373592c1dbfba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Point Cloud","Pretraining":"None","Publication":"CVPR’19"}. This record does not assert independent reproduction. ### H-First Accuracy: 56.1. Result ID: 6a27f127fbc373592c25936b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Representation":"Spike","Asynchronous":"✓","Parameters":"-"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.