Multi-View Consistency

Follow this topic Ask about this topic

Momentum

10 papers in the last four weeks, up 43% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28

Latest papers 129

All topics

PC-Seg: Progressive Cross-View Consistency for 3D OCT Segmentation from Sparse 2D Annotations
Jul 20, 2026Tsubasa Konno, Takahiro Ninomiya, Yukun Zhou +6Multi-View Consistency Optical Coherence Tomography
Graduate School of Information Sciences, Tohoku University, Japan · Department of Ophthalmology, Graduate School of Medicine, Tohoku University · Institute of Ophthalmology, University College London, UK +3
HarmoHOI: Harmonizing Appearance and 3D Motion for Multi-view Hand-Object Interaction Synthesis
Jul 19, 2026Lingwei Dang, Juntong Li, Zonghan Li +5Multi-View Consistency Multi-View Video Generation
South China University of Technology, Guangzhou, China · Beijing Normal University, Beijing, China · Tsinghua University, Beijing, China +1
Hallo4D: Multi-Modal Hallucination Mitigation for Consistent Spatio-Temporal Generation
Jul 14, 2026Hongbo Wang, Huaibo Huang, Jie Cao +3Multi-View Consistency 3D Scene Generation
MAIS&NLPR, Institute of Automation, Chinese Academy of Science, Beijing, 100190, China · University of Chinese Academy of Sciences, Beijing, 101408, China · Shanghaitech University, Shanghai, 201210, China
More Than Where You Are: Learning Semantics, Structure, and Geometry from Cross-View Localization
Jul 14, 2026Mao Chen, Xiangkai Zhang, Zhiyong Liu +2Multi-View Consistency Multi-View Geometry
State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, and also with the School of Artificial Intelligence, University of Chinese Academy of Sciences · Beijing Aerospace Control Center
MetaView: Monocular Novel View Synthesis with Scale-Aware Implicit Geometry Priors
Jul 13, 2026Yufei Cai, Xuesong Niu, Hao Lu +3Multi-View Consistency Novel View Synthesis
Nanyang Technological University · Kolors Team, Kuaishou Technology · The Hong Kong University of Science and Technology (Guangzhou)
MAC-Splat: Multi-Attribute Consistency for High-Fidelity Sparse-View Reconstruction
Jul 12, 2026Jinqian Yang, Yichen Wu, Wanhua Li +4Multi-View Consistency 3D Gaussian Splatting
Xidian University, China · Harvard University, USA · Nanyang Technological University, Singapore +2
SPORT: Structure-Aware Prototype Disentanglement for Incomplete Multi-View Clustering
Jul 11, 2026Yaoyuan Guo, Zhibin Gu, Songhe Feng +2Multi-View Consistency Disentangled Representation Learning
College of Computer and Cyberspace Security, Hebei Normal University, Shijiazhuang 050024, China · Department of Statistics and Data Science, Southern University of Science and Technology, Shenzhen 518055, China · Key Laboratory of Tibetan Information Processing, Ministry of Education, Qinghai Normal University, Xining 810008, China +2
Decoupled Illumination Priors for Spatially Controllable Multi-View Indoor Scene Relighting
Jul 9, 2026Chenjian Gao, Linning Xu, Tianfan XueMulti-View Consistency Image Relighting
Multimedia Laboratory, The Chinese University of Hong Kong · Shanghai AI Laboratory · CPII under InnoHK
Mixture of Enhanced-View Experts for Multi-Query Vehicle ReID and A Large-Scale Benchmark
Jul 9, 2026Aihua Zheng, Jie Zhen, Chenglong Li +2Multi-View Consistency Multi-View Learning
Information Materials and Intelligent Sensing Laboratory of Anhui Province, Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, School of Artificial Intelligence, Anhui University. Hefei, 230601, China · Anhui Provincial Key Laboratory of Multimodal Cognitive Computation, School of Artificial Intelligence, Anhui University. Hefei, 230601, China · School of Artificial Intelligence, Anhui University of Science and Technology, Hefei 232001, China +1
Straight-Path Flow Matching for Incomplete Multi-View Clustering
Jul 7, 2026Yiteng Yuan, Junyan Wang, Zheyuan Liu +4Missing-Modality Learning Multi-View Consistency
School of Software Engineering, Huazhong University of Science and Technology, Wuhan, China · Australian Institute for Machine Learning, Adelaide University, Adelaide, Australia · University of Auckland, Auckland, New Zealand +2
MAC-XA: Multi-view Anatomy-Correspondence Fusion for Coronary Stenosis Reporting from X-ray Angiography
Jul 7, 2026Chen Jia, Baochang Zhang, Fatia Kusuma Dewi +4Radiology Report Generation Multi-View Consistency
Computer Aided Medical Procedures, Technical University of Munich, Munich, Germany · relAI – Konrad Zuse School of Excellence in Reliable AI, Munich, Germany · German Heart Center Munich, Munich, Germany +3
MV-Forcing: Long Multi-View Video Generation via 4D-Grounded Spatio-Temporal Self-Forcing
Jul 6, 2026Gal Fiebelman, Hadar Averbuch-Elor, Sagie BenaimMulti-View Consistency Video Diffusion Models
The Hebrew University of Jerusalem · Cornell University
UniSpine-GS: An Efficient Physics-Aware Gaussian Framework for Cross-Modality Multi-view Spine Image Synthesis
Jul 6, 2026Qiuhua Chen, Changning Yu, Na Huang +2Multi-View Consistency 3D Gaussian Splatting
School of Computer Science, Wuhan University, Wuhan, China · The Department of Ultrasound of Renmin Hospital East Branch of Wuhan University, Wuhan, China · Institute of Artificial Intelligence, Wuhan University, Wuhan, China +2
NeoMap: Training-free Novel-View Synthesis from Single Images and Videos
Jul 2, 2026Jinxi Li, Tianyi Zhang, Yafei Yang +4Multi-View Consistency Video Diffusion Models
Shenzhen Research Institute, The Hong Kong Polytechnic University · vLAR Group, The Hong Kong Polytechnic University
Consistent Scene Understanding in 3D Gaussian Splatting via Multi-Cue Mask Refinement
Jul 2, 2026Hyunjoon Park, Donghyeon ChoMulti-View Consistency 3D Gaussian Splatting
Department of Computer Science, Hanyang University, Seoul, South Korea
Pano2World: End-to-End 3D Generation via Unified Multi-View Sequences
Jul 1, 2026Zhenjia Li, Jinrang Jia, Yifeng ShiMulti-View Consistency 3D Gaussian Splatting
Ke Holdings Inc. Beijing, China
GADA: Geometry-Aware Deformable Aggregation for Image-Based Gaussian Splatting
Jul 1, 2026Siwoo Lim, Sunjae Yoon, Gwanhyeong Koo +1Multi-View Consistency 3D Gaussian Splatting
Korea Advanced Institute of Science and Technology (KAIST), Republic of Korea · Chung-Ang University, Republic of Korea
Learning Structurally Consistent Representations for Multi-View Radar Semantic Segmentation
Jun 30, 2026Ali Zia, Muhammad Umer Ramzan, Abdelwahed Khamis +2Multi-View Consistency Multi-View Learning
School of Computing, Engineering and Mathematical Sciences, La Trobe University, Melbourne, Australia · La Trobe Institute for Sustainable Agriculture & Food (LISAF), Australia · School of Engineering and Applied Sciences, GIFT University, Pakistan +1
Seeing Through Multiple Views: Parameter-Efficient Fine-Tuning via Selective Neurons for Consistent Radiology Report Generation
Jun 30, 2026Yucheng Chen, Jinjing Zhu, Yang Yu +7Radiology Report Generation Multi-View Consistency
MedVisAI Lab · Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore · Centre of AI in Medicine, Singapore +3
StereoGS: Sparse-View 3D Gaussian Splatting via Stereo Priors
Jun 29, 2026Wenhao Yuan, Yiyuan Ge, Deli CaiMulti-View Consistency 3D Gaussian Splatting
South China University of Technology, China
Stratified Multi-View Aggregation for Score Distillation
Jun 29, 2026Marian Lupascu, Mihai-Sorin Stupariu, Wongi Park +1Multi-View Consistency Generative Modeling
Department of Computer Science, University of Bucharest, Romania · Adobe Research
Consistency as Inductive Bias: Learning Cross-View Invariance for Robust Multimodal Reasoning
Jun 29, 2026Xin Zou, Haolin Deng, Yibo Yan +6Multi-View Consistency Multimodal Robustness
HKUST (GZ) · HKUST · UIC +1
Ground4D: Consistency-Aware 4D Reconstruction from Monocular Video
Jun 27, 2026Qing Zhao, Weijian Deng, Pengxu Wei +1Multi-View Consistency 3D Gaussian Splatting
School of Computer Science and Engineering, Sun Yat-sen University, China · Tsinghua Shenzhen International Graduate School, Tsinghua University, China
MammoFlow: Multiview Mammogram Synthesis with Anatomically Consistent Flow Matching
Jun 26, 2026Yuexi Du, Leya Barrientos, Laura Sheiman +3Multi-View Consistency Mammography
Department of Biomedical Engineering, Yale University · Department of Radiology & Biomedical Imaging, Yale University
AirGroundBench: Probing Spatial Intelligence in Multimodal Large Models under Heterogeneous Multi-View Embodied Collaboration
Jun 26, 2026Haotian Li, Yida Wang, Leyuan Wang +7Multi-View Consistency Multimodal Reasoning
Beijing University of Posts and Telecommunications · University of Electronic Science and Technology of China · Tsinghua University +1
GeoFace: Consistent Multi-View Face Generation with Geometry-Constrained Diffusion
Jun 26, 2026Yeji Choi, Jinhyeok Choi, Jaewon Min +3Multi-View Consistency 3D Face Reconstruction
KAIST AI
PanoImager: Geometry-Guided Novel View Synthesis and Reconstruction from Sparse Panoramic Views
Jun 25, 2026Zhisong Xu, Takeshi OishiMulti-View Consistency 3D Gaussian Splatting
Institute of Industrial Science, The University of Tokyo, Tokyo, Japan
Capacity-Controlled Multi-View Stylization of 3D Gaussian Splatting
Jun 25, 2026Zhihao Wen, Yixin Yang, Bojian Wu +4Multi-View Consistency 3D Gaussian Splatting
Guangdong Provincial Key Laboratory of Visual Media and Multidimensional Intelligence, CSSE, Shenzhen University, China · Tencent Games, China · The Hebrew University of Jerusalem, Israel +1
MVTrack4Gen: Multi-View Point Tracking as Geometric Supervision for 4D Video Generation
Jun 24, 2026JoungBin Lee, Jaewoo Jung, Jongmin Lee +8Multi-View Consistency Camera-Conditioned Video Generation
1KAIST AI · 2Sony AI · 3Sony Group Corporation
From Sparse and Imperfect 2D Anchors to Consistent 3D Gaussian Street Scenes: Support-Aware Appearance
Jun 24, 2026Long Cao, Zhongquan Wang, Jie Li +4Multi-View Consistency 3D Gaussian Splatting
College of Mechanical and Vehicle Engineering, Chongqing University, Chongqing 400044, China

Jul 20, 2026, cs.CVJ/K move · Enter open · S save

PC-Seg: Progressive Cross-View Consistency for 3D OCT Segmentation from Sparse 2D Annotations

Tsubasa Konno, Takahiro Ninomiya, Yukun Zhou, Koichi Ito+5

Graduate School of Information Sciences, Tohoku University, Japan · Department of Ophthalmology, Graduate School of Medicine, Tohoku University · Institute of Ophthalmology, University College London, UK+3

Multi-View Consistency Optical Coherence Tomography Semi-Supervised Medical Image Segmentation Medical Image Segmentation 3D Medical Image Segmentation

Open paper AskPDF arXiv

Volumetric segmentation of optical coherence tomography (OCT) images is essential for diagnosing ocular diseases but requires labor-intensive voxel-wise annotations. While semi-supervised learning (SSL) can reduce annotation costs, most existing methods process data slice by slice and fail to exploit the inherent 3D spatial context. We propose PC-Seg, a progressive cross-view consistency framework that learns high-accuracy 3D segmentation models from sparse 2D annotations. Unlike conventional multi-view approaches, PC-Seg uses a single 2D model to learn cross-view consistency from standard B-scans and orthogonal slices, thereby generating reliable volumetric pseudo-labels. These pseudo-labels are then distilled into a 3D model, followed by a co-training stage in which the 2D and 3D models mutually refine each other through ensemble pseudo-labeling. Experiments on the MSHC and Duke DME datasets demonstrate that PC-Seg achieves accuracy comparable to fully supervised learning while using labels for only about 0.7% of the training data, outperforming state-of-the-art semi-supervised and retinal layer segmentation methods. Our code is publicly available at https://github.com/gsisaoki/pc-seg-official.

Momentum

Related topics

Latest papers 129