Datasets › N-CARS

N-CARS

Introduced by Amos Sironi et al. in HATS: Histograms of Averaged Time Surfaces for Robust Event-based Object Classification archive 2025-07-28

A large real-world event-based dataset for object classification.

Source: HATS: Histograms of Averaged Time Surfaces for Robust Event-based Object Classification

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Classification N-CARS MEM Accuracy (%) 98.55 Masked Event Modeling: Self-Supervised Pretraining for... tum-vision/mem 6 Compare
Object Recognition N-CARS Spike-VGG11 Accuracy (% ) 96.00 EventRPG: Event Data Augmentation with Relevance... myuansun/eventrpg 1 Compare

Papers archive 2025-07-28

5 shown of 5 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 56. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
EventRPG: Event Data Augmentation with Relevance Propagation Guidance 1 1 14 Mar 2024 ran 5 of 16 samples (11 unverified)
GET: Group Event Transformer for Event-Based Vision 2 1 4 Oct 2023 ran 8 of 11 samples (3 unverified; 11 pointer-only for licence)
Masked Event Modeling: Self-Supervised Pretraining for Event Cameras 1 1 20 Dec 2022 ran 5 of 18 samples (13 unverified)
Object Detection with Spiking Neural Networks on Automotive Event Data 1 3 9 May 2022 ran 1 of 1 samples (0 unverified)
End-to-End Learning of Representations for Asynchronous Event-Based Data 1 1 17 Apr 2019 ran 3 of 4 samples (1 unverified)

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Custom

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • N-CARS

1 variant name, as the archive lists them.

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