DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation

29 November 2021

Luc Van Gool

Papers citing "DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation"

45 / 245 papers shown

Title
Normalization Perturbation: A Simple Domain Generalization Method for Real-World Domain Shifts Qi Fan Mattia Segu Yu-Wing Tai F. I. F. Richard Yu Chi-Keung Tang Bernt Schiele Dengxin Dai 16 11 0 08 Nov 2022
SSDA-YOLO: Semi-supervised Domain Adaptive YOLO for Cross-Domain Object Detection Huayi Zhou Fei Jiang Hongtao Lu ObjD 22 72 0 04 Nov 2022
OpenEarthMap: A Benchmark Dataset for Global High-Resolution Land Cover Mapping J. Xia Naoto Yokoya B. Adriano Clifford Broni-Bediako VLM 36 69 0 19 Oct 2022
Intra-Source Style Augmentation for Improved Domain Generalization Yumeng Li Dan Zhang M. Keuper Anna Khoreva 26 32 0 18 Oct 2022
Learning with Style: Continual Semantic Segmentation Across Tasks and Domains Marco Toldo Umberto Michieli Pietro Zanuttigh CLL VLM 38 5 0 13 Oct 2022
Hierarchical Instance Mixing across Domains in Aerial Segmentation Edoardo Arnaudo A. Tavera F. Dominici Carlo Masone Barbara Caputo 19 7 0 12 Oct 2022
Learning Across Domains and Devices: Style-Driven Source-Free Domain Adaptation in Clustered Federated Learning Donald Shenaj Eros Fani Marco Toldo Debora Caldarola A. Tavera Umberto Michieli Marco Ciccone Pietro Zanuttigh Barbara Caputo FedML 26 39 0 05 Oct 2022
Exploring Effective Knowledge Transfer for Few-shot Object Detection Zhiyuan Zhao Qingjie Liu Yunhong Wang 35 9 0 05 Oct 2022
Exploiting Instance-based Mixed Sampling via Auxiliary Source Domain Supervision for Domain-adaptive Action Detection Yifan Lu Gurkirt Singh Suman Saha Luc Van Gool TTA 37 2 0 28 Sep 2022
Deliberated Domain Bridging for Domain Adaptive Semantic Segmentation Lin Chen Zhixiang Wei Xin Jin H. Chen Miao Zheng Kaikang Chen Yi-jing Jin 37 37 0 16 Sep 2022
Learning from Future: A Novel Self-Training Framework for Semantic Segmentation Ye Du Yujun Shen Haochen Wang Jingjing Fei Wei Li Liwei Wu Rui Zhao Zehua Fu Qingjie Liu 42 29 0 15 Sep 2022
Boosting Night-time Scene Parsing with Learnable Frequency Zhifeng Xie Sen Wang Ke Xu Zhizhong Zhang Xin Tan Yuan Xie Lizhuang Ma 24 21 0 30 Aug 2022
CLUDA : Contrastive Learning in Unsupervised Domain Adaptation for Semantic Segmentation Midhun Vayyat Jaswin Kasi Anuraag Bhattacharya Shuaib Ahmed Rahul Tallamraju 30 18 0 27 Aug 2022
Consistency Regularization for Domain Adaptation K. Koh Basura Fernando 19 3 0 23 Aug 2022
Threshold-adaptive Unsupervised Focal Loss for Domain Adaptation of Semantic Segmentation Wei Yan Yeqiang Qian Chunxiang Wang Ming Yang 34 17 0 23 Aug 2022
TRoVE: Transforming Road Scene Datasets into Photorealistic Virtual Environments Shubham Dokania A. Subramanian Manmohan Chandraker C. V. Jawahar 37 6 0 16 Aug 2022
Introducing Intermediate Domains for Effective Self-Training during Test-Time Robert A. Marsden Mario Döbler Bin Yang TTA OOD 32 8 0 16 Aug 2022
Behind Every Domain There is a Shift: Adapting Distortion-aware Vision Transformers for Panoramic Semantic Segmentation Jiaming Zhang Kailun Yang Haowen Shi Simon Reiß Kunyu Peng Chaoxiang Ma Haodong Fu Philip H. S. Torr Kaiwei Wang Rainer Stiefelhagen ViT MDE 31 36 0 25 Jul 2022
Online Domain Adaptation for Semantic Segmentation in Ever-Changing Conditions Theodoros Panagiotakopoulos Pier Luigi Dovesi Linus Harenstam-Nielsen Matteo Poggi CLL 16 18 0 21 Jul 2022
Refign: Align and Refine for Adaptation of Semantic Segmentation to Adverse Conditions David Brüggemann Christos Sakaridis Prune Truong Luc Van Gool 34 60 0 14 Jul 2022
MMOTU: A Multi-Modality Ovarian Tumor Ultrasound Image Dataset for Unsupervised Cross-Domain Semantic Segmentation Qi Zhao Shuchang Lyu Wenpei Bai Linghan Cai Binghao Liu Guangliang Cheng Meijing Wu Xiubo Sang Min Yang Lijiang Chen 18 6 0 14 Jul 2022
BMD-GAN: Bone mineral density estimation using x-ray image decomposition into projections of bone-segmented quantitative computed tomography using hierarchical learning Yidong Gu Y. Otake Keisuke Uemura Mazen Soufi Masaki Takao Nobuhiko Sugano Yoshinobu Sato 22 5 0 07 Jul 2022
A Survey on Label-efficient Deep Image Segmentation: Bridging the Gap between Weak Supervision and Dense Prediction Wei Shen Zelin Peng Xuehui Wang Huayu Wang Jiazhong Cen Dongsheng Jiang Lingxi Xie Xiaokang Yang Qi Tian VLM 19 77 0 04 Jul 2022
INDIGO: Intrinsic Multimodality for Domain Generalization Puneet Mangla Shivam Chandhok Milan Aggarwal V. Balasubramanian Balaji Krishnamurthy VLM 38 2 0 13 Jun 2022
HRDA: Context-Aware High-Resolution Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool 24 225 0 27 Apr 2022
ProCST: Boosting Semantic Segmentation Using Progressive Cyclic Style-Transfer Shahaf Ettedgui Shady Abu Hussein Raja Giryes 29 16 0 25 Apr 2022
CALI: Coarse-to-Fine ALIgnments Based Unsupervised Domain Adaptation of Traversability Prediction for Deployable Autonomous Navigation Zheng Chen Durgakant Pushp Lantao Liu 16 6 0 20 Apr 2022
SePiCo: Semantic-Guided Pixel Contrast for Domain Adaptive Semantic Segmentation Binhui Xie Shuang Li Mingjiang Li Chi Harold Liu Gao Huang Guoren Wang 32 146 0 19 Apr 2022
Style-Hallucinated Dual Consistency Learning for Domain Generalized Semantic Segmentation Yuyang Zhao Zhun Zhong Na Zhao N. Sebe G. Lee 39 99 0 06 Apr 2022
Continual Test-Time Domain Adaptation Qin Wang Olga Fink Luc Van Gool Dengxin Dai OOD TTA 57 397 0 25 Mar 2022
Towards Robust Semantic Segmentation of Accident Scenes via Multi-Source Mixed Sampling and Meta-Learning Xinyu Luo Jiaming Zhang Kailun Yang Alina Roitberg Kunyu Peng Rainer Stiefelhagen 21 9 0 19 Mar 2022
Embodied Active Domain Adaptation for Semantic Segmentation via Informative Path Planning René Zurbrugg Hermann Blum Cesar Cadena Roland Siegwart L. Schmid SSeg 38 21 0 01 Mar 2022
ResiDualGAN: Resize-Residual DualGAN for Cross-Domain Remote Sensing Images Semantic Segmentation Yang Zhao Peng Guo Zihao Sun Xiuwan Chen Han Gao 24 32 0 27 Jan 2022
Context-Aware Mixup for Domain Adaptive Semantic Segmentation Qianyu Zhou Zhengyang Feng Qiqi Gu Jiangmiao Pang Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma 71 129 0 08 Aug 2021
Data synthesis and adversarial networks: A review and meta-analysis in cancer imaging Richard Osuala Kaisar Kushibar Lidia Garrucho Akis Linardos Zuzanna Szafranowska Stefan Klein Ben Glocker Oliver Díaz Karim Lekadir MedIm 39 42 0 20 Jul 2021
Source Data-Free Cross-Domain Semantic Segmentation: Align, Teach and Propagate Yuxi Wang Jian Liang Zhaoxiang Zhang 28 5 0 22 Jun 2021
Intriguing Properties of Vision Transformers Muzammal Naseer Kanchana Ranasinghe Salman Khan Munawar Hayat F. Khan Ming-Hsuan Yang ViT 256 621 0 21 May 2021
Domain Adaptive Semantic Segmentation with Self-Supervised Depth Estimation Qin Wang Dengxin Dai Lukas Hoyer Luc Van Gool Olga Fink OOD MDE 53 139 0 28 Apr 2021
ACDC: The Adverse Conditions Dataset with Correspondences for Robust Semantic Driving Scene Perception Christos Sakaridis Haoran Wang Ke Li René Zurbrugg Arpit Jadon Wim Abbeloos Daniel Olmeda Reino Luc Van Gool Dengxin Dai 32 4 0 27 Apr 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 277 3,623 0 24 Feb 2021
Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation Zhonghao Wang Mo Yu Yunchao Wei Rogerio Feris Jinjun Xiong Wen-mei W. Hwu Thomas S. Huang Humphrey Shi OOD 187 232 0 18 Mar 2020
Rectifying Pseudo Label Learning via Uncertainty Estimation for Domain Adaptive Semantic Segmentation Zhedong Zheng Yi Yang NoLa 191 497 0 08 Mar 2020
Confidence Regularized Self-Training Yang Zou Zhiding Yu Xiaofeng Liu B. Kumar Jinsong Wang 233 789 0 26 Aug 2019
Mean teachers are better role models: Weight-averaged consistency targets improve semi-supervised deep learning results Antti Tarvainen Harri Valpola OOD MoMe 261 1,275 0 06 Mar 2017
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 446 15,639 0 02 Nov 2015