Datasets › DensePASS

DensePASS

Introduced by Chaoxiang Ma et al. in DensePASS: Dense Panoramic Semantic Segmentation via Unsupervised Domain Adaptation with Attention-Augmented Context Exchange13 Aug 2021 archive 2025-07-28

DensePASS - a novel densely annotated dataset for panoramic segmentation under cross-domain conditions, specifically built to study the Pinhole-to-Panoramic transfer and accompanied with pinhole camera training examples obtained from Cityscapes. DensePASS covers both, labelled- and unlabelled 360-degree images, with the labelled data comprising 19 classes which explicitly fit the categories available in the source domain (i.e. pinhole) data.

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 DensePASS Trans4PASS+ (multi-scale) mIoU 57.23% Behind Every Domain There is a Shift: Adapting... jamycheung/trans4pass 36 Compare

Papers archive 2025-07-28

30 shown of 30 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 43. 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
Behind Every Domain There is a Shift: Adapting Distortion-aware Vision Transformers for Panoramic Semantic Segmentation 1 2 25 Jul 2022 not harvested
Understanding The Robustness in Vision Transformers 2 1 26 Apr 2022 not harvested
Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic Segmentation 1 2 2 Mar 2022 not harvested
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation 3 1 29 Nov 2021 ran 6 of 6 samples (0 unverified; 6 pointer-only for licence)
MetaFormer Is Actually What You Need for Vision 18 1 22 Nov 2021 ran 2 of 3 samples (1 unverified)
Transfer beyond the Field of View: Dense Panoramic Semantic Segmentation via Unsupervised Domain Adaptation 1 2 21 Oct 2021 not harvested
DPT: Deformable Patch-based Transformer for Visual Recognition 1 1 30 Jul 2021 ran 1 of 1 samples (0 unverified)
CycleMLP: A MLP-like Architecture for Dense Prediction 8 1 21 Jul 2021 ran 8 of 15 samples (7 unverified; 1 pointer-only for licence)
AS-MLP: An Axial Shifted MLP Architecture for Vision 2 1 18 Jul 2021 ran 5 of 13 samples (8 unverified)
SegFormer: Simple and Efficient Design for Semantic Segmentation with Transformers 28 2 31 May 2021 ran 48 of 86 samples (38 unverified; 15 pointer-only for licence)
Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation 1 1 31 Mar 2021 not harvested
Capturing Omni-Range Context for Omnidirectional Segmentation 1 1 9 Mar 2021 ran 7 of 8 samples (1 unverified)
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions 11 1 24 Feb 2021 ran 22 of 30 samples (8 unverified; 1 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
Real-time Semantic Segmentation with Fast Attention 1 1 7 Jul 2020 ran 1 of 4 samples (3 unverified)
Disentangled Non-Local Neural Networks 5 1 11 Jun 2020 ran 1 of 3 samples (2 unverified)
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)
DS-PASS: Detail-Sensitive Panoramic Annular Semantic Segmentation through SwaftNet for Surrounding Sensing 1 1 17 Sep 2019 not harvested
Confidence Regularized Self-Training 2 1 26 Aug 2019 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
Seamless Scene Segmentation 5 1 3 May 2019 ran 1 of 2 samples (1 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)
Universal Semi-Supervised Semantic Segmentation 1 2 26 Nov 2018 not harvested
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)
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)

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

  • DensePASS

1 variant name, as the archive lists them.

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