Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation

18 March 2020

Jinjun Xiong

Thomas S. Huang

Papers citing "Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation"

47 / 47 papers shown

Title
Language-Guided Instance-Aware Domain-Adaptive Panoptic Segmentation Elham Amin Mansour Ozan Unal Suman Saha Benjamin Bejar Luc Van Gool 42 1 0 04 Apr 2024
All for One, and One for All: UrbanSyn Dataset, the third Musketeer of Synthetic Driving Scenes J. L. Gómez Manuel Silva Antonio Seoane Agnes Borrás Mario Noriega Germán Ros Jose A. Iglesias-Guitian Antonio M. López 3DPC 70 12 0 19 Dec 2023
Dual-level Interaction for Domain Adaptive Semantic Segmentation Dongyu Yao Boheng Li 26 3 0 16 Jul 2023
Intra- & Extra-Source Exemplar-Based Style Synthesis for Improved Domain Generalization Yumeng Li Dan Zhang M. Keuper Anna Khoreva 46 10 0 02 Jul 2023
Condition-Invariant Semantic Segmentation Christos Sakaridis David Brüggemann F. I. F. Richard Yu Luc Van Gool 55 4 0 27 May 2023
SynthVSR: Scaling Up Visual Speech Recognition With Synthetic Supervision Xubo Liu Egor Lakomkin Konstantinos Vougioukas Pingchuan Ma Honglie Chen ... Niko Moritz J. Kolár Stavros Petridis M. Pantic Christian Fuegen 44 19 0 30 Mar 2023
Hard-aware Instance Adaptive Self-training for Unsupervised Cross-domain Semantic Segmentation Chuanglu Zhu Kebin Liu Wenqi Tang Ke Mei Jiaqi Zou Tiejun Huang 57 1 0 14 Feb 2023
Semantic Image Segmentation: Two Decades of Research G. Csurka Riccardo Volpi Boris Chidlovskii 3DV 29 50 0 13 Feb 2023
I2F: A Unified Image-to-Feature Approach for Domain Adaptive Semantic Segmentation Haoyu Ma Xiangru Lin Yizhou Yu 141 14 0 03 Jan 2023
PromptonomyViT: Multi-Task Prompt Learning Improves Video Transformers using Synthetic Scene Data Roei Herzig Ofir Abramovich Elad Ben-Avraham Assaf Arbelle Leonid Karlinsky Ariel Shamir Trevor Darrell Amir Globerson 36 16 0 08 Dec 2022
Exploring Consistency in Cross-Domain Transformer for Domain Adaptive Semantic Segmentation Kaihong Wang Donghyun Kim Regerio Feris Kate Saenko Margrit Betke ViT 25 4 0 27 Nov 2022
Computational Imaging for Machine Perception: Transferring Semantic Segmentation beyond Aberrations Qi Jiang Haowen Shi Shaohua Gao Jiaming Zhang Kailun Yang Lei Sun Huajian Ni Kaiwei Wang 29 5 0 21 Nov 2022
PiPa: Pixel- and Patch-wise Self-supervised Learning for Domain Adaptative Semantic Segmentation Mu Chen Zhedong Zheng Yi Yang Tat-Seng Chua 48 53 0 14 Nov 2022
Intra-Source Style Augmentation for Improved Domain Generalization Yumeng Li Dan Zhang M. Keuper Anna Khoreva 26 32 0 18 Oct 2022
WUDA: Unsupervised Domain Adaptation Based on Weak Source Domain Labels Shengjie Liu Chuanglu Zhu Wenqi Tang 27 0 0 05 Oct 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 35 0 25 Jul 2022
ML-BPM: Multi-teacher Learning with Bidirectional Photometric Mixing for Open Compound Domain Adaptation in Semantic Segmentation Fei Pan S. Hur Seokju Lee Junsik Kim In So Kweon 35 11 0 19 Jul 2022
Source Domain Subset Sampling for Semi-Supervised Domain Adaptation in Semantic Segmentation Daehan Kim Min-seok Seo Jinsun Park Dong-Geol Choi TTA 32 3 0 30 Apr 2022
Unsupervised Contrastive Domain Adaptation for Semantic Segmentation Feihu Zhang V. Koltun Philip H. S. Torr René Ranftl Stephan R. Richter 15 6 0 18 Apr 2022
Birds of A Feather Flock Together: Category-Divergence Guidance for Domain Adaptive Segmentation Bo Yuan Danpei Zhao Shuai Shao Zehuan Yuan Changhu Wang 63 14 0 05 Apr 2022
Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic Segmentation Jiaming Zhang Kailun Yang Chaoxiang Ma Simon Reiß Kunyu Peng Rainer Stiefelhagen ViT 29 72 0 02 Mar 2022
Continual BatchNorm Adaptation (CBNA) for Semantic Segmentation Marvin Klingner Mouadh Ayache Tim Fingscheidt 16 12 0 02 Mar 2022
Beyond Deterministic Translation for Unsupervised Domain Adaptation E. Chiou Eleftheria Panagiotaki Iasonas Kokkinos 35 2 0 15 Feb 2022
Unsupervised Adaptation of Semantic Segmentation Models without Source Data S. Paul Ansh Khurana Gaurav Aggarwal OOD 120 7 0 04 Dec 2021
Task2Sim : Towards Effective Pre-training and Transfer from Synthetic Data Samarth Mishra Rameswar Panda Cheng Perng Phoo Chun-Fu Chen Leonid Karlinsky Kate Saenko Venkatesh Saligrama Rogerio Feris 26 33 0 30 Nov 2021
ConDA: Unsupervised Domain Adaptation for LiDAR Segmentation via Regularized Domain Concatenation Lingdong Kong N. Quader Venice Erin Liong 19 48 0 30 Nov 2021
DAFormer: Improving Network Architectures and Training Strategies for Domain-Adaptive Semantic Segmentation Lukas Hoyer Dengxin Dai Luc Van Gool AI4CE 27 450 0 29 Nov 2021
Towards Fewer Annotations: Active Learning via Region Impurity and Prediction Uncertainty for Domain Adaptive Semantic Segmentation Binhui Xie Longhui Yuan Shuang Li Chi Harold Liu Xinjing Cheng UQCV 28 89 0 25 Nov 2021
SPCL: A New Framework for Domain Adaptive Semantic Segmentation via Semantic Prototype-based Contrastive Learning Binhui Xie Kejia Yin Shuang Li 23 11 0 24 Nov 2021
Exploiting Inter-pixel Correlations in Unsupervised Domain Adaptation for Semantic Segmentation Inseop Chung Jayeon Yoo Nojun Kwak 23 4 0 21 Oct 2021
PIT: Position-Invariant Transform for Cross-FoV Domain Adaptation Qiqi Gu Qianyu Zhou Minghao Xu Zhengyang Feng Guangliang Cheng Xuequan Lu Jianping Shi Lizhuang Ma ViT 19 43 0 16 Aug 2021
Dual Path Learning for Domain Adaptation of Semantic Segmentation Yiting Cheng Fangyun Wei Jianmin Bao Dong Chen Fang Wen Wenqiang Zhang 41 69 0 13 Aug 2021
LabOR: Labeling Only if Required for Domain Adaptive Semantic Segmentation Inkyu Shin Dong-Jin Kim Jae-Won Cho Sanghyun Woo Kwanyong Park In So Kweon 18 55 0 12 Aug 2021
Fine-grained Domain Adaptive Crowd Counting via Point-derived Segmentation Yongtuo Liu Dan Xu Sucheng Ren Han-Zhen Wu Hongmin Cai Shengfeng He 29 10 0 06 Aug 2021
Nearest Neighborhood-Based Deep Clustering for Source Data-absent Unsupervised Domain Adaptation Song Tang Yan Yang Zhiyuan Ma Norman Hendrich Fanyu Zeng S. Ge Changshui Zhang Jianwei Zhang OOD 27 13 0 27 Jul 2021
Personalized Image Semantic Segmentation Yu Zhang Chang-Bin Zhang Peng-Tao Jiang Mingg-Ming Cheng Feng Mao 18 4 0 24 Jul 2021
Unsupervised Domain Adaptation for Video Semantic Segmentation Inkyu Shin Kwanyong Park Sanghyun Woo In So Kweon 11 10 0 23 Jul 2021
Domain Adaptive Video Segmentation via Temporal Consistency Regularization Dayan Guan Jiaxing Huang Aoran Xiao Shijian Lu 21 37 0 23 Jul 2021
RDA: Robust Domain Adaptation via Fourier Adversarial Attacking Jiaxing Huang Dayan Guan Aoran Xiao Shijian Lu AAML 35 76 0 05 Jun 2021
Self-supervised Augmentation Consistency for Adapting Semantic Segmentation Nikita Araslanov Stefan Roth 30 226 0 30 Apr 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
MLAN: Multi-Level Adversarial Network for Domain Adaptive Semantic Segmentation Jiaxing Huang Dayan Guan Shijian Lu Aoran Xiao 22 43 0 24 Mar 2021
Deep Visual Domain Adaptation G. Csurka OOD 141 185 0 28 Dec 2020
Exploiting Diverse Characteristics and Adversarial Ambivalence for Domain Adaptive Segmentation Bowen Cai Huan Fu Rongfei Jia Binqiang Zhao Hua Li Yinghui Xu 33 4 0 10 Dec 2020
AlignSeg: Feature-Aligned Segmentation Networks Zilong Huang Yunchao Wei Xinggang Wang Wenyu Liu Thomas S. Huang Humphrey Shi SSeg 142 146 0 24 Feb 2020
Agriculture-Vision: A Large Aerial Image Database for Agricultural Pattern Analysis M. Chiu Xingqian Xu Yunchao Wei Zilong Huang A. Schwing ... David Wilson Adrian Tudor N. Hovakimyan Thomas S. Huang Humphrey Shi 40 152 0 05 Jan 2020
Fully Convolutional Adaptation Networks for Semantic Segmentation Yiheng Zhang Zhaofan Qiu Ting Yao Dong Liu Tao Mei SSeg OOD 163 349 0 23 Apr 2018