Datasets › DADA-seg

DADA-seg

Introduced by Jiaming Zhang et al. in Exploring Event-driven Dynamic Context for Accident Scene Segmentation9 Dec 2021 archive 2025-07-28

DADA-seg is a pixel-wise annotated accident dataset, which contains a variety of critical scenarios from traffic accidents. It is used for semantic segmentation.

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
Semantic Segmentation DADA-seg MMUDA mIoU 46.97 Towards Robust Semantic Segmentation of Accident Scenes... xinyu-laura/mmuda 28 Compare

Papers archive 2025-07-28

24 shown of 24 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 24. 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
Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning 1 1 19 Mar 2022 not harvested
Lawin Transformer: Improving Semantic Segmentation Transformer with Multi-Scale Representations via Large Window Attention 3 1 5 Jan 2022 not harvested
Exploring Event-driven Dynamic Context for Accident Scene Segmentation 1 1 9 Dec 2021 ran 4 of 5 samples (1 unverified)
Trans4Trans: Efficient Transformer for Transparent Object and Semantic Scene Segmentation in Real-World Navigation Assistance 1 1 20 Aug 2021 not harvested
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 28 3 31 May 2021 ran 48 of 86 samples (38 unverified; 15 pointer-only for licence)
Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers 5 2 31 Dec 2020 not harvested
ISSAFE: Improving Semantic Segmentation in Accidents by Fusing Event-based Data 1 1 20 Aug 2020 not harvested
Disentangled Non-Local Neural Networks 5 1 11 Jun 2020 ran 1 of 3 samples (2 unverified)
ResNeSt: Split-Attention Networks 36 1 19 Apr 2020 ran 8 of 48 samples (40 unverified; 23 pointer-only for licence)
FDA: Fourier Domain Adaptation for Semantic Segmentation 3 1 11 Apr 2020 ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation 1 1 18 Mar 2020 ran 2 of 2 samples (0 unverified; 2 pointer-only for licence)
Deep High-Resolution Representation Learning for Visual Recognition 42 1 20 Aug 2019 ran 3 of 34 samples (31 unverified; 16 pointer-only for licence)
Searching for MobileNetV3 67 1 6 May 2019 ran 58 of 105 samples (47 unverified; 46 pointer-only for licence)
Bidirectional Learning for Domain Adaptation of Semantic Segmentation 3 1 24 Apr 2019 ran 3 of 8 samples (5 unverified)
In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving Images 6 1 20 Mar 2019 not harvested
Fast-SCNN: Fast Semantic Segmentation Network 24 1 12 Feb 2019 ran 0 of 32 samples (32 unverified)
Panoptic Feature Pyramid Networks 12 1 8 Jan 2019 ran 7 of 12 samples (5 unverified)
Taking A Closer Look at Domain Shift: Category-level Adversaries for Semantics Consistent Domain Adaptation 1 1 25 Sep 2018 ran 8 of 14 samples (6 unverified)
Dual Attention Network for Scene Segmentation 12 1 9 Sep 2018 ran 0 of 7 samples (7 unverified; 5 pointer-only for licence)
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation 78 1 7 Feb 2018 ran 43 of 72 samples (29 unverified; 40 pointer-only for licence)
MobileNetV2: Inverted Residuals and Linear Bottlenecks 159 1 13 Jan 2018 ran 85 of 111 samples (26 unverified; 64 pointer-only for licence)
ERFNet: Efficient Residual Factorized ConvNet for Real-time Semantic Segmentation 13 1 9 Oct 2017 not harvested
Pyramid Scene Parsing Network 67 1 4 Dec 2016 ran 7 of 29 samples (22 unverified; 5 pointer-only for licence)
Deep Residual Learning for Image Recognition 484 2 10 Dec 2015 ran 230 of 377 samples (147 unverified; 187 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • DADA-seg

1 variant name, as the archive lists them.

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