Datasets › SUTD-TrafficQA

SUTD-TrafficQA

Introduced by Li Xu et al. in SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning over Traffic Events29 Mar 2021 archive 2025-07-28

SUTD-TrafficQA (Singapore University of Technology and Design - Traffic Question Answering) is a dataset which takes the form of video QA based on 10,080 in-the-wild videos and annotated 62,535 QA pairs, for benchmarking the cognitive capability of causal inference and event understanding models in complex traffic scenarios. Specifically, the dataset proposes 6 challenging reasoning tasks corresponding to various traffic scenarios, so as to evaluate the reasoning capability over different kinds of complex yet practical traffic events.

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
Video Question Answering SUTD-TrafficQA CFMMC-Align 1/4 50.2 — — 6 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 19. 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
Tem-adapter: Adapting Image-Text Pretraining for Video Question Answer 1 1 16 Aug 2023 not harvested
SUTD-TrafficQA: A Question Answering Benchmark and an Efficient Network for Video Reasoning over Traffic Events 3 1 29 Mar 2021 ran 1 of 9 samples (8 unverified; 2 pointer-only for licence)
Hierarchical Conditional Relation Networks for Video Question Answering 1 1 25 Feb 2020 not harvested
TVQA: Localized, Compositional Video Question Answering 4 1 5 Sep 2018 ran 3 of 8 samples (5 unverified)
Exploring Models and Data for Image Question Answering 3 1 8 May 2015 ran 2 of 3 samples (1 unverified; 2 pointer-only for licence)

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 (research-only, non-commercial)

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • SUTD-TrafficQA

1 variant name, as the archive lists them.

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