DensePASS

Dataset Information
Modalities
Images
Introduced
2021
License
Unknown
Homepage

Overview

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.

Variants: DensePASS

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Semantic Segmentation Trans4PASS+ (multi-scale) Behind Every Domain There is … 2022-07-25
Semantic Segmentation Trans4PASS+ (single-scale) Behind Every Domain There is … 2022-07-25
Semantic Segmentation FAN (MiT-B1) Understanding The Robustness in Vision … 2022-04-26
Semantic Segmentation Trans4PASS (multi-scale) Bending Reality: Distortion-aware Transformers for … 2022-03-02
Semantic Segmentation Trans4PASS (single-scale) Bending Reality: Distortion-aware Transformers for … 2022-03-02
Semantic Segmentation DAFormer DAFormer: Improving Network Architectures and … 2021-11-29
Semantic Segmentation PoolFormer (MiT-B1) MetaFormer Is Actually What You … 2021-11-22
Semantic Segmentation P2PDA (Cityscapes) Transfer beyond the Field of … 2021-10-21
Semantic Segmentation P2PDA (Cityscapes+WildDash) Transfer beyond the Field of … 2021-10-21
Semantic Segmentation DPT (MiT-B1) DPT: Deformable Patch-based Transformer for … 2021-07-30
Semantic Segmentation CycleMLP (MiT-B1) CycleMLP: A MLP-like Architecture for … 2021-07-21
Semantic Segmentation ASMLP (MiT-B1) AS-MLP: An Axial Shifted MLP … 2021-07-18
Semantic Segmentation SegFormer (MiT-B2) SegFormer: Simple and Efficient Design … 2021-05-31
Semantic Segmentation SegFormer (MiT-B1) SegFormer: Simple and Efficient Design … 2021-05-31
Semantic Segmentation PCS Prototypical Cross-domain Self-supervised Learning for … 2021-03-31
Semantic Segmentation ECANet Capturing Omni-Range Context for Omnidirectional … 2021-03-09
Semantic Segmentation PVT (Tiny, FPN) Pyramid Vision Transformer: A Versatile … 2021-02-24
Semantic Segmentation SETR (PUP, Transformer-L) Rethinking Semantic Segmentation from a … 2020-12-31
Semantic Segmentation SETR (MLA, Transformer-L) Rethinking Semantic Segmentation from a … 2020-12-31
Semantic Segmentation SwiftNet (Merge3) ISSAFE: Improving Semantic Segmentation in … 2020-08-20

Research Papers

Recent papers with results on this dataset: