ICCV

ConformalSAM: Unlocking the Potential of Foundational Segmentation Models in Semi-Supervised Semantic Segmentation with Conformal Prediction

Danhui Chen, Ziquan Liu, Chuxi Yang, Dan Wang, Yan Yan, Yi Xu, Xiangyang Ji

机构 * Dalian University of Technology（大连理工大学） ； Queen Mary University of London（伦敦玛丽女王大学） ； Washington State University（华盛顿州立大学） ； Tsinghua University（清华大学） 纠错

Comments ICCV 2025

Learning Null Geodesics for Gravitational Lensing Rendering in General Relativity

Mingyuan Sun, Zheng Fang, Jiaxu Wang, Kunyi Zhang, Qiang Zhang, Renjing Xu

机构 * Northeastern University（东北大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） ； Sichuan University（四川大学） ； Beijing Innovation Center of Humanoid Robotics Co., Ltd.（北京人形机器人创新中心有限公司） 纠错

Comments ICCV 2025

LINR-PCGC: Lossless Implicit Neural Representations for Point Cloud Geometry Compression

Wenjie Huang, Qi Yang, Shuting Xia, He Huang, Zhu Li, Yiling Xu

机构 * Shanghai Jiao Tong University（上海交通大学） ； University of Missouri-Kansas City（密苏里大学-凯斯城分校） 纠错

Comments Accepted to ICCV 2025

DynImg: Key Frames with Visual Prompts are Good Representation for Multi-Modal Video Understanding

Xiaoyi Bao, Chenwei Xie, Hao Tang, Tingyu Weng, Xiaofeng Wang, Yun Zheng, Xingang Wang

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） ； Alibaba Group（阿里巴巴集团） ； Peking University（北京大学） ； Luoyang Institute for Robot and Intelligent Equipment（洛阳机器人与智能装备研究所） 纠错

Comments Accepted by ICCV 2025

ObjectGS: Object-aware Scene Reconstruction and Scene Understanding via Gaussian Splatting

Ruijie Zhu, Mulin Yu, Linning Xu, Lihan Jiang, Yixuan Li, Tianzhu Zhang, Jiangmiao Pang, Bo Dai

机构 * University of Science and Technology of China（中国科学技术大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； The Chinese University of Hong Kong（香港中文大学） ； The University of Hong Kong（香港大学） 纠错

Comments Accepted by ICCV 2025

Blended Point Cloud Diffusion for Localized Text-guided Shape Editing

Etai Sella, Noam Atia, Ron Mokady, Hadar Averbuch-Elor

Comments Accepted to ICCV 2025. Project Page: https://tau-vailab.github.io/BlendedPC/

To Label or Not to Label: PALM -- A Predictive Model for Evaluating Sample Efficiency in Active Learning Models

Julia Machnio, Mads Nielsen, Mostafa Mehdipour Ghazi

机构 * Pioneer Centre for AI（先锋人工智能中心） ； University of Copenhagen（哥本哈根大学） 纠错

Comments ICCV 2025

DAViD: Data-efficient and Accurate Vision Models from Synthetic Data

Fatemeh Saleh, Sadegh Aliakbarian, Charlie Hewitt, Lohit Petikam, Xiao-Xian, Antonio Criminisi, Thomas J. Cashman, Tadas Baltrušaitis

机构 * Microsoft, Cambridge, UK（微软公司，剑桥，英国） 纠错

Comments Accepted at ICCV 2025

CHORDS: Diffusion Sampling Accelerator with Multi-core Hierarchical ODE Solvers

Jiaqi Han, Haotian Ye, Puheng Li, Minkai Xu, James Zou, Stefano Ermon

机构 * Stanford University（斯坦福大学） 纠错

Comments ICCV 2025

MinCD-PnP: Learning 2D-3D Correspondences with Approximate Blind PnP

Pei An, Jiaqi Yang, Muyao Peng, You Yang, Qiong Liu, Xiaolin Wu, Liangliang Nan

机构 * Huazhong University of Science and Technology, China（华中科技大学） ； Northwestern Polytechnical University, China（西北工业大学） ； McMaster University, Canada（麦马士威大学） ； Delft University of Technology, Netherlands（代尔夫特理工大学） 纠错

Comments Accepted by ICCV 2025

FreeCus: Free Lunch Subject-driven Customization in Diffusion Transformers

Yanbing Zhang, Zhe Wang, Qin Zhou, Mengping Yang

Comments Accepted by ICCV 2025

Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding

Yuanhan Zhang, Yunice Chew, Yuhao Dong, Aria Leo, Bo Hu, Ziwei Liu

机构 * S-Lab, Nanyang Technological University（南洋理工大学S实验室） 纠错

Comments ICCV 2025; Project page: https://zhangyuanhan-ai.github.io/video-tt/

Open-set Cross Modal Generalization via Multimodal Unified Representation

Hai Huang, Yan Xia, Shulei Wang, Hanting Wang, Minghui Fang, Shengpeng Ji, Sashuai Zhou, Tao Jin, Zhou Zhao

机构 * Zhejiang University（浙江大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） 纠错

Comments Accepted by ICCV 2025

InstaScene: Towards Complete 3D Instance Decomposition and Reconstruction from Cluttered Scenes

Zesong Yang, Bangbang Yang, Wenqi Dong, Chenxuan Cao, Liyuan Cui, Yuewen Ma, Zhaopeng Cui, Hujun Bao

机构 * State Key Lab of CAD & CG（CAD与CG国家重点实验室） ； ByteDance（字节跳动） 纠错

Comments Accepted by ICCV 2025. Project page: https://zju3dv.github.io/instascene/

Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training

Wooseong Jeong, Jegyeong Cho, Youngho Yoon, Kuk-Jin Yoon

机构 * Visual Intelligence Lab., KAIST, Korea（韩国釜山科学技术院视觉智能实验室） 纠错

Comments Accepted at ICCV 2025

Resolving Token-Space Gradient Conflicts: Token Space Manipulation for Transformer-Based Multi-Task Learning

Wooseong Jeong, Kuk-Jin Yoon

机构 * KAIST（韩国科学技术院） 纠错

Comments Accepted at ICCV 2025

VisualSpeaker: Visually-Guided 3D Avatar Lip Synthesis

Alexandre Symeonidis-Herzig, Özge Mercanoğlu Sincan, Richard Bowden

机构 * CVSSP, University of Surrey, United Kingdom（CVSSP，英国萨里大学） 纠错

Comments Accepted in International Conference on Computer Vision (ICCV) Workshops

Frequency-Aligned Knowledge Distillation for Lightweight Spatiotemporal Forecasting

Yuqi Li, Chuanguang Yang, Hansheng Zeng, Zeyu Dong, Zhulin An, Yongjun Xu, Yingli Tian, Hao Wu

机构 * Institute of Computing Technology, Chinese Academy of Sciences（中国科学院计算技术研究所） ； The University of Hong Kong（香港大学） ； The City University of New York（纽约城市大学） ； Tsinghua University（清华大学） 纠错

Comments Accepted by ICCV-2025, 11 pages

HORT: Monocular Hand-held Objects Reconstruction with Transformers

Zerui Chen, Rolandos Alexandros Potamias, Shizhe Chen, Cordelia Schmid

机构 * Inria, École normale supérieure, CNRS, PSL Research University（法国国家科学研究中心、巴黎高等师范学院、PSL研究大学） ； Imperial College London（伦敦帝国理工学院） 纠错

Comments Accepted by ICCV 2025. Project Page: https://zerchen.github.io/projects/hort.html

G-DexGrasp: Generalizable Dexterous Grasping Synthesis Via Part-Aware Prior Retrieval and Prior-Assisted Generation

Juntao Jian, Xiuping Liu, Zixuan Chen, Manyi Li, Jian Liu, Ruizhen Hu

机构 * Shenzhen University（深圳大学） ； Dalian University of Technology（大连理工大学） ； Shandong University（山东大学） ； Shenyang University of Technology（沈阳理工大学） 纠错

Comments Accepted by ICCV 2025

Federated Continual Instruction Tuning

Haiyang Guo, Fanhu Zeng, Fei Zhu, Wenzhuo Liu, Da-Han Wang, Jian Xu, Xu-Yao Zhang, Cheng-Lin Liu

机构 * School of Advanced Interdisciplinary Sciences, UCAS（中国科学院大学先进交叉学科学院） ； MAIS, CASIA（中国科学院自动化所人工智能研究所） ； School of Artificial Intelligence, UCAS（中国科学院大学人工智能学院） ； Centre for Artificial Intelligence and Robotics, HKISI-CAS（香港科技大学人工智能与机器人中心，中国科学院） 纠错

Comments ICCV 2025

DynamicID: Zero-Shot Multi-ID Image Personalization with Flexible Facial Editability

Xirui Hu, Jiahao Wang, Hao Chen, Weizhan Zhang, Benqi Wang, Yikun Li, Haishun Nan

机构 * Xi’an Jiaotong University（西安交通大学） ； Film AI Lab, Western Movie Group（西方电影集团影视人工智能实验室） 纠错

Comments ICCV 2025

Zero-AVSR: Zero-Shot Audio-Visual Speech Recognition with LLMs by Learning Language-Agnostic Speech Representations

Jeong Hun Yeo, Minsu Kim, Chae Won Kim, Stavros Petridis, Yong Man Ro

机构 * KAIST（韩国科学技术院） ； Imperial College London（伦敦帝国理工学院） 纠错

Comments Accepted at ICCV 2025. Code available at: https://github.com/JeongHun0716/zero-avsr

Free-Form Motion Control: Controlling the 6D Poses of Camera and Objects in Video Generation

Xincheng Shuai, Henghui Ding, Zhenyuan Qin, Hao Luo, Xingjun Ma, Dacheng Tao

机构 * Fudan University（复旦大学） ； DAMO Academy, Alibaba group（阿里集团 DAMO 院） ； Hupan Lab（虎派实验室） ； Nanyang Technological University, Singapore（新加坡南洋理工大学） 纠错

Comments ICCV 2025, Project Page: https://henghuiding.github.io/SynFMC/

Omegance: A Single Parameter for Various Granularities in Diffusion-Based Synthesis

Xinyu Hou, Zongsheng Yue, Xiaoming Li, Chen Change Loy

机构 * S-Lab, Nanyang Technological University（南洋理工大学S实验室） 纠错

Comments ICCV 2025 Camera Ready. Project page: https://itsmag11.github.io/Omegance/

LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Guowei Xu, Peng Jin, Ziang Wu, Hao Li, Yibing Song, Lichao Sun, Li Yuan

Comments 17 pages, ICCV 2025

HaSPeR: An Image Repository for Hand Shadow Puppet Recognition

Syed Rifat Raiyan, Zibran Zarif Amio, Sabbir Ahmed

机构 * Systems and Software Lab (SSL) of the Department of Computer Science and Engineering at the Islamic University of Technology（伊斯兰科技大学计算机科学与工程系系统与软件实验室） ； Networking Research Group of the Department of Computer Science and Engineering at the Islamic University of Technology（伊斯兰科技大学计算机科学与工程系网络研究组） ； Computer Vision Lab (CVLab) of the Department of Computer Science and Engineering at the Islamic University of Technology（伊斯兰科技大学计算机科学与工程系计算机视觉实验室） ； BrillMark LLC.（BrillMark LLC） 纠错

Comments Accepted in Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops (WCCA 2025 Oral), 17 pages, 111 figures, 2 tables

PHATNet: A Physics-guided Haze Transfer Network for Domain-adaptive Real-world Image Dehazing

Fu-Jen Tsai, Yan-Tsung Peng, Yen-Yu Lin, Chia-Wen Lin

机构 * National Tsing Hua University（清华大学） ； MediaTek（联发科） ； National Chengchi University（台北市立成功大学） ； National Yang Ming Chiao Tung University（交通大学） 纠错

Comments ICCV 2025

Distilling Parallel Gradients for Fast ODE Solvers of Diffusion Models

Beier Zhu, Ruoyu Wang, Tong Zhao, Hanwang Zhang, Chi Zhang

机构 * Nanyang Technological University（南洋理工大学） ； Westlake University（西湖大学） 纠错

Comments To appear in ICCV 2025

DiSCO-3D : Discovering and segmenting Sub-Concepts from Open-vocabulary queries in NeRF

Doriand Petit, Steve Bourgeois, Vincent Gay-Bellile, Florian Chabot, Loïc Barthe

机构 * Université Paris-Saclay, CEA, List（巴黎萨克雷大学，CEA，List） ； IRIT, Université de Toulouse, CNRS（IRIT，图卢兹大学，CNRS） 纠错

Comments Published at ICCV'25