Datasets › KITTI-Masks

KITTI-Masks

Introduced by David Klindt et al. in Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding21 Jul 2020 archive 2025-07-28

This Dataset consists of 2120 sequences of binary masks of pedestrians. The sequence length varies between 2-710. For details, we refer to our paper. It is based on the original KITTI Segmentation challenge which can be found at https://www.vision.rwth-aachen.de/page/mots

A detailed description can be found at: https://openreview.net/pdf?id=EbIDjBynYJ8

An example dataloader can be found at: https://github.com/bethgelab/slow_disentanglement/

Benchmarks archive 2025-07-28

All 1 leaderboard 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
Disentanglement KITTI-Masks InfoNCE (Laplace, Box) MCC 80.9 Contrastive Learning Inverts the Data Generating Process brendel-group/cl-ica 2 Compare

Papers archive 2025-07-28

2 shown of 2 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 3. 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
Contrastive Learning Inverts the Data Generating Process 1 1 17 Feb 2021 ran 1 of 2 samples (1 unverified)
Towards Nonlinear Disentanglement in Natural Data with Temporal Sparse Coding 1 1 21 Jul 2020 ran 1 of 4 samples (3 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

Creative Commons Attribution 4.0 International

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • KITTI-Masks

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections