Multi-View Consistency

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

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SSMNBench: Diagnosing Image-based Cross-View Human-Object Understanding via Single-View Sufficiency and Multi-View Necessity
Jun 24, 2026Tianchen Guo, Chen Liu, Ling Chen +1Visual Question Answering Multi-View Consistency
The University of Queensland · Follow Me AI Pty LTD · University of Technology Sydney +1
Inclusive Interactive Collisions for Multi-View Consistent Compositional 3D Generation
Jun 23, 2026Chang Liu, Mingwen Shao, Xiang Lv +5Multi-View Consistency 3D Gaussian Splatting
School of Computer Science and Technology, China University of Petroleum (East China), Qingdao, 266580, China · Artificial Intelligence Research Institute, Shenzhen University of Advanced Technology, Shenzhen, 518107, China · College of Computer Science, Northwest University, Xi’an, 710127, China
Learning Stable Canonical Worlds for Novel View Synthesis and Beyond
Jun 22, 2026Xiaoyu Xu, Jian Zou, Sheyang Tang +3Multi-View Consistency Novel View Synthesis
Department of Computer Science, City University of Hong Kong · Department of Electrical and Computer Engineering, University of Waterloo
G-MASt3R-SfM: Graph-based View Pruning and Multi-stage Optimization for Robust SfM
Jun 22, 2026Toshiki Watanabe, Shintaro Ito, Natsuki Takama +2Multi-View Consistency Multi-View 3D Reconstruction
Graduate School of Information Sciences, Tohoku University, Japan
Learning Cross-View Semantic Priors for Single-Reference Unseen Object Pose Estimation
Jun 20, 2026Jiahong Chen, Jinghao Wang, Ziwen Wang +3Multi-View Consistency Object Pose Estimation
College of Aerospace Science and Engineering, National University of Defense Technology, Changsha 410073, China · Hunan Provincial Key Laboratory of Image Measurement and Vision Navigation, Changsha 410073, China
Lightweight 3D Feature Pretraining by Bayesian Inversion of 2D Foundation Models
Jun 19, 2026Marwane Hariat, Gianni Franchi, David Filliat +1Multi-View Consistency Bayesian Inference
U2IS, ENSTA – Institut Polytechnique de Paris, Palaiseau, France · Pôle Recherche, Agence Ministérielle pour l’IA de Défense, Palaiseau, France
Pose6DAug: Physically Plausible Multi-view Object Swapping for Robot Data Augmentation
Jun 18, 2026Jonghoon Lee, Seong Hyeon Park, Byungwoo Jeon +2Multi-View Consistency Data Augmentation
1KAIST · 2Korea University · 3RLWRLD
OTCHA: Optimal Transport-driven Confidence-aware Latent Hub Alignment for Multi-View Medical Image Classification
Jun 18, 2026Jiwoong Yang, Haejun Chung, Ikbeom JangMulti-View Consistency Multi-View Learning
Hanyang University, Seoul, Republic of Korea · Hankuk University of Foreign Studies, Yongin, Republic of Korea
PAIWorld: A 3D-Consistent World Foundation Model for Robotic Manipulation
Jun 16, 2026Yuhang Huang, Xuan Lv, Junyan Xu +253D Foundation Models Multi-View Consistency
Institute of AI for Industries, Chinese Academy of Sciences
Geometric Consistency Protocol for Foundation Model Features in Multi-View Satellite Imagery
Jun 16, 2026Qiyan Luo, Jie Yang, Yingdong Pi +2Remote Sensing Image Understanding Multi-View Consistency
State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Wuhan University
OmniDrive: An LLM-Choreographed Multi-Agent World Model with Unified Latent Co-Compression for Multi-View Driving Video Generation
Jun 16, 2026Zijie Meng, Yufei Liu, Chengqian Ma +8Multi-View Consistency Multi-View Video Generation
Peking University · Xiamen University · Korea Advanced Institute of Science and Technology (KAIST) +5
SurroundNEXO: Ego-Centric Metric Bridging for Spatially Consistent Geometry in Autonomous Driving
Jun 15, 2026Shuai Yuan, Runxi Tang, Yuzhou Ji +8Multi-View Depth Estimation Multi-View Consistency
School of Artificial Intelligence, Shanghai Jiao Tong University · 2Hello Inc.
PermaVid: Consistent Video Generation Across Edits via Disentangled Context Memory
Jun 15, 2026Shuai Yang, Bingjie Gao, Ziwei Liu +3Multi-View Consistency Memory-Augmented Video Generation
Shanghai Jiao Tong University · S-Lab, Nanyang Technological University · Shanghai Innovation Institute +2
ARGUSTRACK: A Multi-View Annotation System for Multi-Object Tracking
Jun 14, 2026Hao Vo, Duc Nguyen, Ngan LeMulti-View Consistency Human-in-the-Loop Annotation
AICV Lab, University of Arkansas, USA
Track2View: 4D-Consistent Camera-Controlled Video Generation via Paired 3D Point Tracks
Jun 14, 2026Feng Qiao, Zhaochong An, Zhexiao Xiong +2Multi-View Consistency Camera-Controlled Video Generation
Washington University in St. Louis · University of Copenhagen
VISTA: View-Consistent Self-Verified Training for GUI Grounding
Jun 12, 2026Xinyu Qiu, Yunzhu Zhang, Heng Jia +3Multi-View Consistency VLM Robustness
Zhejiang University · Venus Team, Ant Group
Hölder++: Improving the Quality-Coherence Trade-off in Multimodal VAEs
Jun 11, 2026Huyen Vo, María Martínez-García, Isabel ValeraVariational Autoencoders Multi-View Consistency
Department of Computer Science, Saarland University, DE · MPI-SWS, Saarland Informatics Campus, DE.
HarmoView: Harmonizing Multi-View Constraints for Identity-Consistent Video Generation
Jun 9, 2026Cong Wang, Zhentao Yu, Hongmei Wang +7Multi-View Consistency Video Diffusion Models
Tencent Hunyuan
Prisma-World: Camera-Controllable Multi-Agent Video World Model
Jun 8, 2026Huiqiang Sun, Zhan Peng, Size Wu +9Multi-View Consistency Camera-Controlled Video Generation
School of AIA, HUST · S-Lab, NTU · SenseTime Research +4
Remember with Confidence: Uncertainty Quantification for Spatio-temporal Memory with Probabilistic Guarantees
Jun 6, 2026Harry Zhang, Nicolas Gorlo, Luca CarloneMulti-View Consistency Uncertainty Quantification
MIT
GeM-NR: Geometry-Aware Multi-View Editing for Nonrigid Scene Changes
Jun 3, 2026Josef Bengtson, Yaroslava Lochman, Fredrik KahlMulti-View Consistency Multi-View Geometry
Chalmers University of Technology
BA-T: An Iterative Transformer for Two-View Bundle Adjustment
Jun 2, 2026Ganlin Zhang, Weirong Chen, Daniel Cremers +1Multi-View Consistency 3D ViTs
TU Munich · MCML · ETH Zurich
MetaWorld: Scaling Multi-Agent Video World Model from Single-view Video Data
Jun 1, 2026Teng Hu, Mingchun Lu, Yating Wang +6Multi-View Consistency Video Diffusion Models
Shanghai Jiao Tong University · Zhejiang University · Nanyang Technological University
Consistent Yet Wrong: Evidence Insensitivity in Spatial Vision-Language Models
Jun 1, 2026S Divakar Bhat, Toshihiko YamasakiVLM Evaluation Multi-View Consistency
The University of Tokyo, Japan
Boosting Zero-Shot 3D Style Transfer with 2D Pre-trained Priors
May 28, 2026Xin Dong, Yunzhi Teng, Wenfeng Deng +1Multi-View Consistency
Shenzhen International Graduate School, Tsinghua University · Pengcheng Laboratory
Con-DSO: Learning Short-Horizon Consistency Priors for RGB-D Direct Sparse Odometry
May 27, 2026Haolan Zhang, Thanh Nguyen Canh, Chenghao Li +3Multi-View Consistency Uncertainty Quantification
School of Information Science, Japan Advanced Institute of Science and Technology, Nomi 923-1211, Japan
TrackRef3D: Multi-View Consistent Track-then-Label for Open-World Referring Segmentation in 3D Gaussian Splatting
May 26, 2026Yuyang Tan, Renhe Zhang, Hang Zhang +2Multi-View Consistency 3D Gaussian Splatting
East China Normal University, Shanghai, China · Shanghai AI Laboratory · University of Electronic Science and Technology of China, Chengdu, China
Multi-view Consistent 3D Gaussian Head Avatars 'without' Multi-view Generation
May 24, 2026Aviral Chharia, Fernando De la TorreMulti-View Consistency 3D Gaussian Splatting
Carnegie Mellon University
ConFi-GS Confidence-Guided High-Frequency Injection for 3D Gaussian Splatting Super-Resolution
May 24, 2026Jiaxiang Li, Zongtan Zhou, Zhen Tan +2Multi-View Consistency 3D Gaussian Splatting
A Nash Equilibrium Framework For Training-Free Multimodal Step Verification
May 19, 2026Rohit Sinha, Kunal Tilaganji, Tanuja Ganu +3Multi-View Consistency Game Theory
1Microsoft Research India · 2Indian Institute of Technology Hyderabad

Jun 24, 2026, cs.CVJ/K move · Enter open · S save

SSMNBench: Diagnosing Image-based Cross-View Human-Object Understanding via Single-View Sufficiency and Multi-View Necessity

Tianchen Guo, Chen Liu, Ling Chen, Xin Yu

The University of Queensland · Follow Me AI Pty LTD · University of Technology Sydney+1

Visual Question Answering Multi-View Consistency Visual Reasoning Multimodal Model Evaluation Multimodal Understanding

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Multimodal Large Language Models (MLLMs) have shown remarkable progress in single-image perception, yet their ability to reason about complex cross-view human-centric scenes remains largely unverified. Current multi-view benchmarks evaluate models using a fixed "bag of frames" and thus conflate a model's robustness to visual distraction with its genuine ability to fuse fragmented cross-view evidence. To address this issue, we introduce SSMNBench, a diagnostic benchmark comprising 3,300 curated QA pairs for cross-view human and human-object understanding. SSMNBench uniquely categorizes tasks into Single-View Sufficiency (SVS) and Multi-View Necessity (MVN). By systematically perturbing view availability across 17 state-of-the-art MLLMs, critical limitations are revealed: models suffer from severe "distraction degradation" when presented with redundant views (SVS), and fail to integrate fragmented geometric evidence across cameras (MVN). Our evaluations demonstrate that modern MLLMs rely on multiple single-image semantic averaging and view preference rather than genuine cross-view synthesis. By exposing these fundamental vulnerabilities, SSMNBench provides a rigorous diagnostic framework to drive the advancement of future cross-view-aware multimodal architectures. The code is available at:

\href{https://github.com/gtc-gh/SSMNBench}{\text{SSMNBench}}

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