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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Structural Energy Guidance for View-Consistent Text-to-3D Generation
May 19, 2026Qing Zhang, Jinguang Tong, Jing Zhang +2Multi-View Consistency Diffusion Model Guidance
Australian National University, Canberra, 2601, ACT, Australia. · CSIRO, Canberra, 2601, ACT, Australia. · The University of Hong Kong, Hong Kong SAR.
Can These Views Be One Scene? Evaluating Multiview 3D Consistency when 3D Foundation Models Hallucinate
May 18, 2026Soumava Paul, Prakhar Kaushik, Alan Yuille3D Foundation Models Multi-View Consistency
CCVL, Johns Hopkins University
CrossView Suite: Harnessing Cross-view Spatial Intelligence of MLLMs with Dataset, Model and Benchmark
May 18, 2026Wei Wang, Yuqian Yuan, Tianwei Lin +4VLM Evaluation Multi-View Consistency
Zhejiang University China
VISTA: Variance-Gated Inter-Sequence Test-Time Adaptation for Multi-Sequence MRI Segmentation
May 17, 2026Zhipeng Deng, Jiale Zhou, Wenhan Jiang +4Multi-View Consistency Test-Time Adaptation
Westlake University, Hangzhou, China · Hokkaido University, Sapporo, Japan · The Chinese University of Hong Kong, Hong Kong SAR, China +1
P2GS: Physical Prior-guided Gaussian Splatting for Photometrically Consistent Urban Reconstruction
May 16, 2026Kota Shimomura, Hidehisa Arai, Tsubasa Takahashi +2Multi-View Consistency 3D Gaussian Splatting
Chubu University1 · Turing Inc.2
CalibAnyView: Beyond Single-View Camera Calibration in the Wild
May 14, 2026Boying Li, Cheng Zhang, Weirong Chen +3Multi-View Consistency Multi-View Geometry
Monash University · Technical University of Munich · Mohamed bin Zayed University of Artificial Intelligence
SceneForge: Structured World Supervision from 3D Interventions
May 14, 2026Jizhizi Li, Jiayang Ao, Danny Wicks +1Multi-View Consistency Synthetic Data Generation
1Canva Research
HarmoGS: Robust 3D Gaussian Splatting in the Wild via Conflict-Aware Gradient Harmonization
May 13, 2026Yulei Kang, Tianze Zhu, Jian-Fang Hu +2Multi-View Consistency 3D Gaussian Splatting
Sun Yat-sen University · Northeastern University · Guangdong Province Key Laboratory of Information Security Technology, China +1
GTA: Advancing Image-to-3D World Generation via Geometry Then Appearance Video Diffusion
May 13, 2026Hanxin Zhu, Cong Wang, Peiyan Tu +4Multi-View Consistency Video Diffusion Models
School of Information Science and Technology, University of Science and Technology of China, Hefei, China. · Zhongguancun Academy, Beijing, China. · the State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China. +3
CrossVL: Complexity-Aware Feature Routing and Paired Curriculum for Cross-View Vision-Language Detection
May 10, 2026Zhipeng Liu, Chunbo LuoMulti-View Consistency VLM Adaptation
Department of Computer Science, University of Exeter
Mind the Gap: Geometrically Accurate Generative Reconstruction from Disjoint Views
May 8, 2026Grzegorz Wilczynski, Mikołaj Zielinski, Bartosz Świrta +2Multi-View Consistency 3D Reconstruction
Jagiellonian University · IDEAS Research Institute · Pozna´n University of Technology +1
InfoGeo: Information-Theoretic Object-Centric Learning for Cross-View Generalizable UAV Geo-Localization
May 8, 2026Hongyang Zhang, Maonan Wang, Ziyao Wang +2Multi-View Consistency Cross-View Geo-Localization
School of Science and Engineering, The Chinese University of Hong Kong (Shenzhen), Guangdong 518172, China · Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Hong Kong SAR 999077, China · Shanghai AI Laboratory, Shanghai 200032, China
Learning Cross-Atlas Consistent Brain Disorder Representations via Disentangled Multi-Atlas Functional Connectivity Learning
May 7, 2026Minheng Chen, Chao Cao, Jing Zhang +2Multi-View Consistency Disentangled Representation Learning
Department of Computer Science and Engineering, University of Texas at Arlington, United States · School of Computing, University of Georgia, United States
ConsisVLA-4D: Advancing Spatiotemporal Consistency in Efficient 3D-Perception and 4D-Reasoning for Robotic Manipulation
May 6, 2026Wei Li, Jizhihui Liu, Li Yixing +3Multi-View Consistency Spatiotemporal Reasoning
Harbin Institute of Technology, Shenzhen · State Key Laboratory of Mobile Network and Mobile Multimedia Technology, ZTE, China · Shenzhen Loop Area Institute
MOC-3D: Manifold-Order Consistency for Text-to-3D Generation
May 3, 2026Chenyang Fan, Junshi Cheng, Wen Yang +5Multi-View Consistency Text-to-3D Generation
Chongqing Normal University Chongqing, China
Softmax-GS: Generalized Gaussians Learning When to Blend or Bound
Apr 30, 2026Chen Ziwen, Peng Wang, Hao Tan +2Multi-View Consistency 3D Gaussian Splatting
Adobe Research · Tripo AI · Hillbot +1
Generalizable Human Gaussian Splatting via Multi-view Semantic Consistency
Apr 28, 2026Jingi Kim, Wonjun KimMulti-View Consistency 3D Gaussian Splatting
Konkuk University
Light 'em Up: Enabling Few-Shot Low-Light 3D Gaussian Splatting with Multi-Scale Explicit Retinex Illumination Decoupling
Apr 27, 2026YuHao Yin, Zongji Wang, Yuanben Zhang +3Multi-View Consistency 3D Gaussian Splatting
Aerospace Information Research Institute, Chinese Academy of Sciences · Key Laboratory of Target Cognition and Application Technology (TCAT) · University of Chinese Academy of Sciences +2
Unlocking the Power of Critical Factors for 3D Visual Geometry Estimation
Apr 23, 2026Guangkai Xu, Hua Geng, Huanyi Zheng +4Multi-View Consistency Depth Estimation
State Key Lab of CAD & CG, Zhejiang University · Tsinghua University · Ant Group
DualSplat: Robust 3D Gaussian Splatting via Pseudo-Mask Bootstrapping from Reconstruction Failures
Apr 23, 2026Xu Wang, Zhiru Wang, Shiyun Xie +2Multi-View Consistency 3D Gaussian Splatting
1Beihang University · 2Peking University
FluSplat: Sparse-View 3D Editing without Test-Time Optimization
Apr 21, 2026Haitao Huang, Shin-Fang Chng, Huangying Zhan +2Multi-View Consistency 3D Gaussian Splatting
Goertek Alpha Labs
MultiWorld: Scalable Multi-Agent Multi-View Video World Models
Apr 20, 2026Haoyu Wu, Jiwen Yu, Yingtian Zou +1Multi-View Consistency Action-Conditioned World Models
The University of Hong Kong · Sreal AI
View-Consistent 3D Scene Editing via Dual-Path Structural Correspondense and Semantic Continuity
Apr 20, 2026Pufan Li, Bi'an Du, Shenghe Zheng +2Multi-View Consistency 3D Scene Editing
Wangxuan Institute of Computer Technology, Peking University, No. 128, Zhongguancun North Street, Beijing, China · Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong SAR, China
UniGeo: Unifying Geometric Guidance for Camera-Controllable Image Editing via Video Models
Apr 19, 2026Hong Jiang, Wensong Song, Zongxin Yang +2Multi-View Consistency Diffusion Model Guidance
ReLER, CCAI, Zhejiang University · DBMI, HMS, Harvard University
VIGOR: VIdeo Geometry-Oriented Reward for Temporal Generative Alignment
Mar 17, 2026Tengjiao Yin, Jinglei Shi, Heng Guo +1Diffusion Model Alignment Multi-View Consistency
VCIP & TMCC & DISSec, College of Computer Science, Nankai University · Beijing University of Posts and Telecommunications · LIX, École Polytechnique, IP Paris
Geo-ID: Test-Time Geometric Consensus for Cross-View Consistent Intrinsics
Mar 14, 2026Alara Dirik, Stefanos ZafeiriouMulti-View Consistency Intrinsic Image Decomposition
Imperial College London, UK
Edit in 2D, Verify in 3D: Reinforcement Learning for Multi-view Consistent Scene Editing
Mar 3, 2026Jiyuan Wang, Chunyu Lin, Lei Sun +8Multi-View Consistency Reinforcement Learning
1BJTU, 2AMap Alibaba Group, 3NTU, 4CQUPT
Quality-Aware Robust Multi-View Clustering for Heterogeneous Observation Noise
Feb 26, 2026Peihan Wu, Guanjie Cheng, Yufei Tong +2Multi-View Consistency Multi-View Learning
Zhejiang University Hangzhou, China
SyncLight: Single-Edit Multi-View Relighting
Jan 23, 2026David Serrano-Lozano, Anand Bhattad, Luis Herranz +2Multi-View Consistency Image Relighting
Computer Vision Center Universitat Autònoma de Barcelona · Johns Hopkins University · Universidad Politécnica de Madrid +1
MVID: Feed-Forward Multi-View Intrinsic Image Decomposition
Dec 29, 2025Kang Du, Duotun Wang, Wanling Li +2Multi-View Consistency Intrinsic Image Decomposition
The Hong Kong University of Science and Technology (Guangzhou) · Tencent · The Hong Kong University of Science and Technology

May 19, 2026, cs.CVJ/K move · Enter open · S save

Structural Energy Guidance for View-Consistent Text-to-3D Generation

Qing Zhang, Jinguang Tong, Jing Zhang, Jie Hong+1

Australian National University, Canberra, 2601, ACT, Australia. · CSIRO, Canberra, 2601, ACT, Australia. · The University of Hong Kong, Hong Kong SAR.

Multi-View Consistency Diffusion Model Guidance Diffusion Guidance Text-to-3D Generation 3D Diffusion Models

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Text-to-3D generation based on diffusion models often suffers from the Janus problem, leading to inconsistent geometry across viewpoints. This work identifies viewpoint bias in 2D diffusion priors as the main cause and proposes Structural Energy-Guided Sampling (SEGS), a training-free and plug-and-play framework to improve multi-view consistency. SEGS constructs a structural energy in the PCA subspace of U-Net features and injects its gradient into the denoising process. It can be easily integrated into SDS/VSD pipelines without retraining. Experiments show that SEGS reduces the Janus Rate by about 10% on average and improves View-CS scores across multiple baselines, including DreamFusion, Magic3D, and LucidDreamer. This method effectively alleviates viewpoint artifacts while preserving appearance fidelity, providing a flexible solution for high-quality text-to-3D content generation.

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Latest papers 129