Track: Findings Poster Session 3

Yuanlin He, Zhenchuan Wang, Jun Chen, Yingying He, Jiabao Wang, Weiwen Wang, Kun Xu, zijin zhou, Xiaoxiao Wang, Mingju chen, Tingting Liu, Zhisong Pan

14

Leveraging Arbitrary Data Sources for AI-Generated Image Detection Without Sacrificing Generalization

Qinghui He, Haifeng Zhang, Xiuli Bi, Bo Liu, Chi-Man Pun, Bin Xiao

15

OmniGCD: Abstracting Generalized Category Discovery for Modality Agnosticism

Jordan Shipard, Arnold Wiliem, Kien Nguyen Thanh, Wei Xiang, Clinton Fookes

16

PTAD: Pose and Texture Agnostic Anomaly Detection

Wei Zhuo, Jianen Xiang, Miaomiao Liu, Huajun Lu

17

Mitigating the ID–OOD Tradeoff in Open-Set Test-Time Adaptation

Wenjie Zhao, Jia Li, Xin Dong, Yapeng Tian, Yu Xiang, Yunhui Guo

18

Towards Universal Open-Set Visual Font Recognition Via Augmented Synthetic Similarity

Peicheng Zhou, Shancheng Fang, Chenhui Jin, Bowei Pu, Hongtao Xie

19

VR-CLIP: Visual Refinement of CLIP for Zero-Shot Semantic Segmentation

Haitao Jiang, Xu Li, Yuanyang Cao, Ying Zhang, Jianji Wang

21

Exploring Hierarchical Consistency and Unbiased Objectness for Open-Vocabulary Object Detection

Sanghoon Lee, Geon Lee, Hyekang Park, Bumsub Ham

22

Once for All: An End-to-End Paradigm for VLM-Based Domain-Generalized Object Detection

Peng Zhang, Xiang Yuan, Cong Li, Junwei Han, Gong Cheng

23

SoREL: Soft-Label Refurbishment with Ensemble Learning for Noisy Long-Tailed Classification

Jun Wei Hsieh, Ying-Hsuan Wu, Yi-Kuan Hsieh, Xin Li, Kuan-Chuan Peng, Ming-Ching Chang

24

Unsupervised Graph Partitioning Framework for Background Suppression in Multi-Query Vehicle Re-Identification

Yichun Hu, Zixuan Hu, Ling-Yu Duan

25

Revisiting Real-Time Detection Transformer with Efficient Encoder Design

Jiannan Huang, Aditya Kane, Fengzhe Zhou, Yunchao Wei, Humphrey Shi

26

PASR: Pose-Aware 3D Shape Retrieval from Occluded Single Views

Jiaxin Shi, Guofeng Zhang, Wufei Ma, Naifu Liang, Adam Kortylewski, Alan Yuille

27

Ninja Codes: Neurally Generated Fiducial Markers for Stealthy 6-DoF Tracking

Yuichiro Takeuchi, Yusuke Imoto, Shunya Kato

28

DetRefiner: Model-Agnostic Detection Refinement with Feature Fusion Transformer

Soichiro Okazaki, Tatsuya Sasaki, Hiroki Ohashi

29

SpHOR: A Representation Learning Perspective on Open-set Recognition for Identifying Unknown Classes in Deep Neural Networks

Thiru Thillai Nadarasar Bahavan, Sachith Seneviratne, Saman Halgamuge

30

Complexity of Linear Regions in Self-supervised Deep ReLU Networks

Mufhumudzi Muthivhi, Terence L. van Zyl

31

Decoupled Sub-Feature Uncertainty Modeling for Robust Multimodal Representation Learning

Aoqiang Zhu, Min Hu, Yan Xing, Yiming Tang

32

Pre-trained Models Can Count (Almost): Exploring Quantitative Structure in Visual Representations

Toshimichi Aota, Akinori Hashimoto, Naoto Sekizuka, Takayuki Okatani

33

A-SelecT: Automatic Timestep Selection for Diffusion Transformer Representation Learning

Changyu Liu, James Chenhao Liang, Wenhao Yang, Yiming Cui, Jinghao Yang, Tianyang Wang, Qifan Wang, Dongfang Liu, Cheng Han

34

HyperFM: A Efficient Hyperspectral Foundation Model with Spectral Grouping

Zahid Hassan Tushar, Sanjay Purushotham

35

Seeing Through Fog: Towards Fog-Invariant Action Recognition

Enqi Liu, Liyuan Pan, Zhi Gao, Lingzhi Li, Qing Li

36

Reversing the Flow: Generation-to-Understanding Synergy in Large Multimodal Models

Yujun Tong, Dongliang Chang, Zijin Yin, Xintong Liu, Yuanchen Fang, Zhanyu Ma

37

FedAR: Attribute-Guided Representation Learning for Heterogeneous Federated Learning

Mengjie Li, Liu Yang, Qi Shen

38

ZeroDiff++: Balancing Semantic Diffusion Dynamics for Robust Zero-Shot Learning

Qin Li, Qi Li, Limei Liu, Junfeng Yang, Han Peng

39

Equivariant Unsupervised Object Detection with Learnable Riesz Transform and Composite Spatial Transformers

Sayan Kumar Chaki, Thierry Fournel, Rémi Emonet

40

MART: Mechanism-disentanglement Anchor-Routed Training for Learning with Open-World Noisy Data

Changhui Hu, Bhalaji Nagarajan, Ricardo Marques, Petia Radeva

41

Online Interpretable Matrix Decomposition for Large-Scale Streaming Data

Muhammad A. A. Abdelgawad, Abdelrahman B. M. Eldaly, Meng Xinmin, Peng Jing, Abdurrashid Ibrahim Sanka, Ray C.C. Cheung, Hong Yan

42

Object-Centric Vision Token Pruning for Vision Language Models

Guangyuan Li, Rongzhen Zhao, Jinhong Deng, Yanbo Wang, Joni Pajarinen

43

BrainStack: Neuro-MoE with Functionally Guided Expert Routing for EEG-Based Language Decoding

Ziyi Zhao, Jinzhao Zhou, Xiaowei Jiang, Beining Cao, Wenhao Ma, Yang Shen, Ren Li, Yu-Kai Wang, Chin-teng Lin

44

BiomedHELIX : HiErarchical-Local Interaction eXploration for Biomedical Vision-Language Models

Ziheng Zhu, Yuncheng Guo, Jie Xu, Xiaodong Gu

45

From Fewer Samples to Fewer Bits: Reframing Dataset Distillation as Joint Optimization of Precision and Compactness

My H. Dinh, Aditya Sant, Akshay Malhotra, Keya Patani, Shahab Hamidi-Rad

46

Seeing Helps Reasoning in Language Models

Yulu Gan, Kaiya Ivy Zhao, Tomaso Poggio, Phillip Isola

47

Layer Embedding Deep Fusion Graph Neural Network

Taihua Xu, Genhao Tian, Jicong Fan, Xibei Yang, Qinghua Zhang, Yun Cui

48

From Horizontal to Rotated: Cross-View Object Geo-Localization with Orientation Awareness

Chenlin Fu, Ao Gong, Xingtao Ling, Yingying Zhu

49

LinkedOut: Linking World Knowledge Representation Out of Video LLM for Next-Generation Video Recommendation

Haichao Zhang, Yao Lu, Lichen Wang, Yunzhe Li, Daiwei Chen, Yunpeng Xu, Yun Fu

50

Learning to Reason: Targeted Knowledge Discovery and Fuzzy Logic Update for Robust Image Recognition

Gurucharan Srinivas, Joshua Niemeijer, Frank Köster

51

GaussFiller: Unleashing VLM-Expert Guidance for 3D Scene Completion with 3D Gaussian Splatting

Yuhan Ping, Cheng Lin, Yuan Liu, Zhiyang Dou, Jia Pan, Wenping Wang

52

GEODE: Geometry-Guided Discrete Diffusion for Open-Vocabulary 3D Scene Graph Generation

Changqun Feng, Wangxiandi Yin, Xin Hu, Lei Zhao, Dongyang Zhang, Tao He

53

Map2Thought: Explicit 3D Spatial Reasoning via Metric Cognitive Maps

Xiangjun Gao, Zhensong Zhang, Dave Zhenyu Chen, Songcen Xu, Long Quan, Eduardo Pérez-Pellitero, Youngkyoon Jang

54

SCP: Spatial Causal Prediction in Video

Yanguang Zhao, Jie Yang, Shengqiong Wu, Shutong Hu, Hongbo Qiu, Yu Wang, Guijia Zhang, Tan Kai Ze, Hao Fei, Chia-Wen Lin, Mong-Li Lee, Wynne Hsu

55

SpatialDreamer: Incentivizing Spatial Reasoning via Active Mental Imagery

Meng Cao, Xingyu Li, Xue Liu, Ian Reid, Xiaodan Liang

56

Entropy-Constrained Information Optimal Transport for Multi-View Geo-Localization

Xiaoxi Yang, Bo Sun, Yisheng An, Ganchao Liu

57

Revisiting Image Manipulation Localization under Realistic Manipulation Scenarios

Xuekang Zhu, Ji-Zhe Zhou, Kaiwen Feng, Chenfan Qu, Xiwen Wang, Yunfei Wang, Liting Zhou, Jian Liu

58

Learning to Wander: Improving the Global Image Geolocation Ability of LMMs via Actionable Reasoning

Yushuo Zheng, Huiyu Duan, Zicheng Zhang, Xiaohong Liu, Xiongkuo Min

59

CADRNet: Cognitively-Inspired Active Vision for 3D Reasoning Segmentation via Differentiable Rendering

Zai Yang Yu, Changshuo Wang, Yuan Shi, Linjun Sun, Shu Wei, Tingran Wang, Wangyu Wu, Yanjie Li, Weijun Li

60

Direct Language Embedding Enables Gaussian Splatting for Large Scenes

Zhida Li, Jianqiao Zhu, Hejin Huang, Yipeng Qin, Sibei Yang, Guanbin Li

61

CogNet: Multi-Agent Collaborative Reasoning and Verification for Salient Object Ranking

Zhenyu Wu, Tengfei Shi, Xuehao Wang, Ming Li, Chenglizhao Chen, Wenfeng Song, Aimin Hao

62

MPerS: Dynamic MLLM MixExperts Perception-Guided Remote Sensing Scene Segmentation

Ziyi Wang, Xianping Ma, Ziyao Wang, Hongyang Zhang, Man On Pun

63

Towards Generalization of Scene Text Tampering Localization via Causal Invariance

Huiru Shao, Bin Dong, Kaizhu Huang, Xiaowei Huang, Qiufeng Wang

64

Background-Compensated Audio-Visual Semantic Modulation Framework for Audio-Visual Event Localization

Chao Sun, Junbo Zhang, Chuanbo Zhu, Mingjun Huang, Bo Du

65

POMA-3D: The Point Map Way to 3D Scene Understanding

Ye Mao, Weixun Luo, Ranran Huang, Junpeng Jing, Krystian Mikolajczyk

66

Gazemo: Mimicking Human Saccades via Foveal-Peripheral Feature Modeling for Lightweight Semantic Segmentation

Mian Muhammad Naeem Abid, Radu Timofte

67

MoonSeg3R: Monocular Online Zero-Shot Segment Anything in 3D with Reconstructive Foundation Priors

Zhipeng Du, Duolikun Danier, Jan Eric Lenssen, Hakan Bilen

68

AuralSAM2: Enabling SAM2 Hear Through Pyramid Audio-Visual Feature Prompting

Yuyuan Liu, Yuanhong Chen, Chong Wang, Junlin Han, Junde Wu, Can Peng, Jingkun Chen, Yu Tian, Gustavo Carneiro

69

PrAda: Few-Shot Visual Adaptation for Text-Prompted Segmentation

Gabriele Rosi, Fabio Cermelli, Carlo Masone, Barbara Caputo

70

SAGE: Shape-Adapting Gated Experts for Adaptive Histopathology Image Segmentation

Gia Huy Thai, Hoang-Nguyen Vu, Anh-Minh Phan, Quang-Thinh Ly, Thi-Ngoc-Truc Nguyen, Nhat Ho

71

Prompt-driven Small Object Instance Segmentation in Earth Observation

Chenhao Wang, Yingrui Ji, Yu Meng, Yunjian Zhang, Yao Zhu

72

OV-Stitcher: A Global Context-Aware Framework for Training-Free Open Vocabulary Semantic Segmentation

Seungjae Moon, Seunghyun Oh, Youngmin Ro

73

SCOPE: Scene-Contextualized Incremental Few-Shot 3D Segmentation

Vishal Thengane, Zhaochong An, Tianjin Huang, Son Lam Phung, Abdesselam Bouzerdoum, Lu Yin, Na Zhao, Xiatian Zhu

74

Towards Complete Activation: Foreground-Background Multi-Perspective Guided Cross-Support for Few-Shot Segmentation

Yi Yang, Qiang Jiao, Mengrui Shi, Qiang Zhang

75

MHMamba: Multi-Head Mamba for 3D Brain Tumor Segmentation

Hanjun Tao, Hua Wang, Fan Zhang

76

ROSE: Retrieval-Oriented Segmentation Enhancement

Song Tang, Guangquan Jie, Henghui Ding, Yu-Gang Jiang

77

ConInfer: Context-Aware Inference for Training-Free Open-Vocabulary Remote Sensing Segmentation

Wenyang Chen, Zhanxuan Hu, Yaping Zhang, Hailong Ning, Yonghang Tai

78

Unify the Views: View-Consistent Prototype Learning for Few-Shot Segmentation

Hongli Liu, Yu Wang, Shengjie Zhao

79

Autoregressive Universal Video Segmentation Model

Miran Heo, Sukjun Hwang, Min-Hung Chen, Yu-Chiang Frank Wang, Albert Gu, Seon Joo Kim, Ryo Hachiuma

80

FCL-COD: Weakly Supervised Camouflaged Object Detection with Frequency-aware and Contrastive Learning

Jingchen Ni, Quan Zhang, Dan Jiang, Keyu Lv, Ke Zhang, Chun Yuan

81

Counterfactual Segmentation Reasoning: Diagnosing and Mitigating Pixel-Grounding Hallucination

Xinzhuo Li, Adheesh Juvekar, Jiaxun Zhang, Xingyou Liu, Muntasir Wahed, Kiet A. Nguyen, Yifan Shen, Tianjiao Yu, Ismini Lourentzou

82

Weakly-Supervised Referring Video Object Segmentation Through Text Supervision

Miaojing Shi, Jun Huang, Zijie Yue, Hanli Wang

83

TALENT: Target-Aware Efficient Tuning for Referring Image Segmentation

Shuo Jin, Siyue Yu, Bingfeng Zhang, Chao Yao, Meiqin Liu, Jimin Xiao

84

DeepDP-TGMM: Amortized Non-Parametric Clustering for Hyperspherical Self-Supervised Representations

Cyril Kana Tepakbong, Kévin Bouchard, Julien Maitre

85

Proto-SaGa: Prototype-based 3D Scene Segmentation with Semantic-aware Gaussian Grouping

Youngmin Oh, Changjae Oh, Bumsub Ham

86

RecycleLoRA: Rank-Revealing QR-Based Dual-LoRA Subspace Adaptation for Domain Generalized Semantic Segmentation

Chanseul Cho, Seokju Yun, Jaesung Jun, Seungjae Moon, Youngmin Ro

87

Instruction-Focus-Prompt：Semantics-Driven Structural Prompts for Universal SAM Segmentation

Shuqi Xia, Guangze Shi, Jiarui Cao, Aoyuan Shi, Meilin Liu, Xiaoyi Zhang, Yujie Wang, Xueyu Liu, Cai Zhao, Ziyuan He, Yongfei Wu, Mingqiang Wei

88

Continual Alignment for SAM: Rethinking Foundation Models for Medical Image Segmentation in Continual Learning

Jiayi Wang, Wei Dai, Haoyu Wang, Sihan Yang, Haixia Bi, Jian Sun

89

VirPro: Visual-Referred Probabilistic Prompt Learning for Weakly-Supervised Monocular 3D Detection

Chupeng Liu, Jiyong Rao, Shangquan Sun, Runkai Zhao, Weidong Cai

90

A Single Pixel is All You Need: Weakly Supervised Medical Image Segmentation using Discrete Denoising Diffusion Models

Mehmet Demirel, Christos Kyrkou

91

AdaMeta: Adaptive Meta-Learning with Dynamic Task Relational Inference for Few-shot learning

Xingyu Yang, Yidan Ma, Hanzhang Qu, Jianfu Cao

92

NRFP: A Noise-Robust Feature Plugin for Source-Free Domain Adaptation

Huanxin Zou, Zhize Wu, Yue Jiang, Jijian Zhou, Zhiwei Xu, Teng Li, Jianhua Shu, Fan Cheng

93

Label-Agnostic Category Discovery

Yuwei Bian, Shidong Wang, Chunming Li, Haofeng Zhang

94

Learning from Label Proportion with Dual-Proportion Constraints

Tianhao Ma, Ximing Li, Changchun Li, Renchu Guan

95

Test-Time Distillation for Continual Model Adaptation

Xiao Chen, Jiazhen Huang, Zhiming Liu, Qinting Jiang, Fanding Huang, Jingyan Jiang, Zhi Wang

96

Another BRIXEL in the Wall: Towards Cheaper Dense Features

Alexander Lappe, Martin A. Giese

97

Task-Specific Knowledge Improves Generalization: A Logits-Based Framework for Continual Learning of Vision-Language Models

Sijie Wang, Yingying Zhu

98

DARN: Dynamic Adaptive Regularization Networks for Efficient and Robust Foundation Model Adaptation

Dhenenjay Yadav, Rohan Sawai

99

Training-Free Uncertainty-guided Logit Adjustment for Few-Shot Class-Incremental Learning

Sungwon Woo, Dongjun Hwang, Shiwon Kim, Junsuk Choe, Jongho Nang

100

Model Merging on Loss Landscapes: A Geometric Perspective

Juanwu Lu, Anand Bhaskar, Brian Axelrod, Ekaterina Tolstaya, Tristan Emrich

101

DGD: Density Gradient-guided Diffusion for Long-Tailed Clustering

Xulun Ye, Yuanyuan Deng, Kun Zhou

102

DGP: Dynamic Gradient Projection for Task-Adaptive Continual Learning

Qier Meng, Cheng Deng

103

Bootstrap Your Own Classifier: Your Pretrained Vision Models are Secretly Strong Continual Learners

Yizheng Gong, Xiaoyang Wang, Siyue Yu, Waleed Al-Nuaimy, Jimin Xiao

104

Memory-efficient Continual Learning with Prototypical Exemplar Condensation

M.-Duong Nguyen, Thien-Thanh Dao, Le-Tuan Nguyen, Dung D. Le, Kok-Seng Wong

105

Continual Adaptation of Vision Foundational Models for Semantic Segmentation in Adverse Weather

Nikhil Kumar Jangamreddy, Mahsa Baktashmotlagh, Chetan Arora

106

ReMem: A Dynamic Memory Evolution Detector for Zero-Shot Anomaly Detection

Ling Yi, Zhe Chen, Gaochang Wu, Jinliang Ding, Xiaojie Wang, Zhaolong Ning

107

CurrMix: Curriculum-Enhanced MixUp for Long-Tailed Visual Recognition

Zhongquan Jian, Yanhao Chen, Bingbing Hu, Wenhan Lv, Shaopan Wang, Jipeng Wu, Junfeng Yao, Yang Lu, Qingqiang Wu

108

Class-Aware Drift Compensation for Non-Uniform Semantic Shift in Continual Learning

Fankang Xu, Lu Jin, Yanpeng Sun, Shiyu Xuan, Zechao Li

109

Onboarding Without Forgetting: Hypernetwork Personalization with Data-Free Replay for Personalized Federated Learning

Thinh Nguyen, Le Huy Khiem, Van-Tuan Tran, Khoa D Doan, Nitesh V. Chawla, Kok-Seng Wong

110

FedNPC: Stochastic Noise-driven Post-hoc Classifier Calibration Method for Federated Long-tailed Learning

Jintong Gao, He Zhao, Yibo Yang, Dandan Guo

111

Learning Multi-Modal Prototypes for Cross-Domain Few-Shot Object Detection

Wanqi Wang, Jingcai Guo, Yuxiang Cai, Zhi Chen

112

MuSCM: Mutual Spatial Correlation Mapping for Class Incremental Detection Transformer

Jian Zhong, Yifan Jiao, Xi Shao, Bing-Kun Bao

113

AFCL: Achieving Spatio-Temporal Invariance to Data Heterogeneity in Federated Continual Learning

Jianheng Tang, Jingyu He, Kejia Fan, Run He, Jingchao Wang, Anfeng Liu, Houbing Herbert Song, Leye Wang, Zhanxing Zhu, Huiping Zhuang, Yunhuai Liu

114

SAGA: Semantic Anchor-Guided Alignment for Multi-Source Domain Adaptive Object Detection

Yongchao Feng, Ziyue Huang, Jinqing Zhang, Wenrui Cai, Qingjie Liu

115

DEED: Dual-Channel Enhanced Ensemble Distillation for Uncertainty-Aware Recognition

Yang Yang, Kai Xu, Junyao Hou, Miao Zhang, Xiang Li, Zhenghua Chen, Yingxue Gao, Min Wu

116

Wake the Sleeping Weights: Sparsely-Activated Continual Test-Time Adaptation for Medical Image Segmentation

Jianhang Ji, Zhiming Cheng, Jianxiang Zhao, Bingtao Ma, Hao Chen, Yuhan Gao, Lian Zhang, Zuobin Ying, Shuai Wang

117

Dynamic Pseudo-Label Assignment and Consistent Prototypical Learning for Few-Shot Class-Incremental Learning

Zhilong Mao, Hang Zhang, Yanmin Li, Lihua Liu, Jibing Wu, Mao Wang

118

Hold-One-Shot-Out (HOSO) for Validation-Free Few-Shot CLIP Adapters

Chris Vorster, Mayug Maniparambil, Noel O'Connor, Noel Murphy, Derek Molloy

119

Learning through Creation: A Hash-Free Framework for On-the-Fly Category Discovery

Bohan Zhang, Weidong Tang, Zhixiang Chi, Yi Jin, Zhenbo Li, Yang Wang, Yanan Wu

120

Frequency-Guided Iterative Bi-directional Exchange Network for Cross-Domain Few-Shot Segmentation

Yadang Chen, Qi Liu, Guoqing Zhang, Le Sun, Yuhui Zheng

121

Revisiting Prototype Rehearsal for Exemplar-Free Continual Learning: Manifold-Aware Boundary Sampling with Adaptive Class-Balanced Loss

Hongye Xu, Bartosz Krawczyk

122

SCOPE: Spatially Ordered Continual Learning for 3D Segmentation

Wenhao Xu, Huaidong Zhang, Weipeng Zhang, Qianle Zhang, Shengfeng He

123

Learning to Propose Pose for Category-Agnostic Objects via Joint Refinement with Co-Matching Supervision

Junjie Chen, Zezheng Liu, Runxiang Liu, Yuming Fang, Yifan Zuo, Jiebin Yan

124

Is Prompt Selection Necessary for Task-Free Online Continual Learning?

Seoyoung Park, Haemin Lee, Hankook Lee

125

ReConText3D: Replay-based Continual Text-to-3D Generation

Muhammad Ahmed Ullah Khan, Muhammad Haris Bin Amir, Didier Stricker, Muhammad Zeshan Afzal

126

Now You See It, Now You Don't: Instant Concept Erasure for Safe Text-to-Image and Video Generation

Shristi Das Biswas, Arani Roy, Kaushik Roy

127

ECOC-IL: Robust and Efficient Label LDP for Imbalanced Learning

Mengyang Li, Ou Wu

128

Safe Codebook: Token-Level Moderation for Safer Visual Autoregressive Generation

Jiaxuan Zhang, Qianqian Xu, Peisong Wen, Siran Dai, Yang Liu, Qingming Huang

129

Towards Universal and Lightweight Coverless Image Steganography with Multimodal Large Language Models Assistance

Jia Li, Zhankai Li, Yongqiang Yu, Xuehu Yan, Yuliang Lu

130

A Visual Semantic Adaptive Watermark Grounded by Prefix-Tuning for Large Vision-Language Model

Qi Zheng, Shuliang Liu, Yu Huang, Sihang Jia, Jungang Li, Lyuhao Chen, Junhao Chen, Hanqian Li, Aiwei Liu, Yibo Yan, Xuming Hu

131

TriGuard-FL: A User-Centric Trust Triad in Federated Learning via Auditable Data, Verifiable Contributions, and Antidote-Driven Mitigation

K Naveen Kumar, Mohsen Guizani

132

Assessing the Reliability of Image Quality Metrics and Mitigating Quality Bias in Generative Models

Hoin Jung, Shenyu Lu, De Wang, Xiaoqian Wang

133

Efficient Unlearning through Maximizing Relearning Convergence Delay

Khoa Tran, Simon S. Woo

134

Robust Continual Unlearning against Knowledge Erosion and Forgetting Reversal

Eun-Ju Park, Youjin Shin, Simon S. Woo

135

Memorization In Stable Diffusion Is Unexpectedly Driven by CLIP Embeddings

Bumjun Kim, Albert No

136

RAZOR: Ratio-Aware Layer Editing for Targeted Unlearning in Vision Transformers and Diffusion Models

Ravi Ranjan, Utkarsh Grover, Xiaomin Lin, Agoritsa Polyzou

137

FedOrtho: Efficient Federated Unlearning Via Orthogonal Convolution and Adaptive Soft Pruning

Qinghui Gong, Xue Yang, Xunlei Chen, Jinshan Lai, Hua Meng, Xiaohu Tang

138

Improving Synthesized Image Detection by Disentangling Generator-Shared and Generator-Specific Image Artifacts

Yongqi Yang, Yuke Li, Heng Huang, Zhihui Li, Bo Du, Yu Wu

139

PLR-Gate: Real-Time Gradient Privacy Assessment and Gated Transmission for Secure Federated Learning

Tao Huang, Jiayang Meng, Hong Chen, Chen Hou, Guolong Zheng, Xu Yang

140

A Unified Privacy-Utility Framework for Collaborative Inference via Randomized Smoothing

Shiwei Ding, Lan Zhang, Zhenlin Wang, Xiaoyong Yuan

141

Verify Claimed Text-to-Image Models Via Boundary-Aware Prompt Optimization

Zidong Zhao, Yihao Huang, Qing Guo, Tianlin Li, Anran Li, Kailong Wang, Jin Song Dong, Geguang Pu

142

Towards Robust Content Watermarking Against Removal and Forgery Attacks

Yifan Zhu, Yihan Wang, Xiao-Shan Gao

143

Revisiting Model Inversion Evaluation: From Misleading Standards to Reliable Privacy Assessment

Sy-Tuyen Ho, Koh Jun Hao, Ngoc-Bao Nguyen, Alexander Binder, Ngai-Man Cheung

144

CBDC: Clean Bias Direction Construction for Unsupervised Debiasing in Vision-Language Models

DoYoung Kim, SungJoon Hwang, Byung-Joon Lee, Joohyeon Lee, Jee-Hyong Lee

145

Erased, But Not Forgotten: Erased Rectified Flow Transformers Still Remain Unsafe Under Concept Attack

Nanxiang Jiang, Zhaoxin Fan, Enhan Kang, Daiheng Gao, Yun Zhou, Yanxia Chang, Zheng Zhu, Yeying Jin, Wenjun Wu

146

Leveraging Unlabeled Data from Unknown Sources via Dual-Path Guidance for Deepfake Face Detection

Zhiqiang Yang, Renshuai Tao, Chunjie Zhang, Guodong Yang, Xiaolong Zheng, Yao Zhao

147

SEM: Sparse Embedding Modulation for Post-Hoc Debiasing of Vision-Language Models

Quentin Guimard, Federico Bartsch, Simone Caldarella, Rahaf Aljundi, Elisa Ricci, Massimiliano Mancini

148

When Agents Steer Human Perception: How AI-Selected Images Can Convertly Alter Disagreements

Chi Zhang, Yulang Gao, Jiachen Zou, Chen Wei, Quanying Liu

149

UniShield: An Adaptive Multi-Agent Framework for Unified Forgery Image Detection and Localization

Qing Huang, Zhipei Xu, Xuanyu Zhang, Xiangyu Yu, Jian Zhang

150

On the Group Disparities Arising from Machine Unlearning

Zijie Pan, Zuobin Ying, Yajie Wang, Liehuang Zhu, Wanlei Zhou

151

Count What Repeats: Period-Adaptive Multi-Scale Consistency for Self-Supervised Repetitive Action Counting

Shizhao Gao, Jun Li, Qiming Li

152

Taming Hallucinations: Boosting MLLMs' Video Understanding via Counterfactual Video Generation

Zhe Huang, Hao Wen, Aiming Hao, Bingze Song, Meiqi Wu, Jiahong Wu, Xiangxiang Chu, Sheng Lu, Haoqian Wang

153

ConfDiff: Confidence-Guided Representation Diffusion for Video Moment Retrieval

Haiming Zhao, Tai Wang

154

Evolutionary Multi-Agent Collaboration for Real-World Video Face Restoration

Bowen Tang, Tao Wang, Miao Zhang, Xin Yu, Jinwei Chen, Bo Li, Kaihao Zhang

155

STS-Mixer: Spatio-Temporal-Spectral Mixer for 4D Point Cloud Video Understanding

Wenhao Li, Xueying Jiang, Gongjie Zhang, Xiaoqin Zhang, Ling Shao, Shijian Lu

156

HiVid-Narrator: Hierarchical Video Narrative Generation with Scene-Primed ASR-anchored Compression

Haoxuan Li, Mengyan Li, Junjun Zheng

157

D^2-STX: Decoupling Spatial-Temporal Cross-Attention for Dual-branch Repetitive Action Counting

Xiaoai Wang, Hang Wang, Yan Liu, Huan Hu, Bruce X.B. Yu

158

Group-DINOmics: Incorporating People Dynamics into DINO for Self-supervised Group Activity Feature Learning

Ryuki Tezuka, Chihiro Nakatani, Norimichi Ukita

159

Mamba-VMR: Multimodal Query Augmentation Via Generated Videos for Precise Temporal Grounding

Yunzhuo Sun, Xinyue Liu, Yanyang Li, Nanding Wu, Linlin Zong, Xianchao Zhang, Wenxin Liang

160

VideoThinker: Building Agentic VideoLLMs with LLM-Guided Tool Reasoning

Chenglin Li, Qianglong Chen, Feng Han, Yikun Wang, Xingxi Yin, Yan Gong, Ruilin Li, Yin Zhang, Jiaqi Wang

161

TP^2-DETR: Unlocking Deformable DETR for Zero-Shot Temporal Action Proposal Generation with Temporal Feature Pyramids

Ya-Yun Cheng, Kan Tippayamontri, Chih-Yuan Yang, Jane Yung-jen Hsu

162

QENN: A Quantum Entanglement-Inspired Neural Network for Interaction and Relationship Prediction in Story Videos

Zijun Xu, Zhengqian Wu, Chunjie Zhang, Zhongyuan Wang, Chunxia Xiao, Chao Liang

163

FineGrade: A Rule-Consistent Scoring Framework for Fine‑Grained Action Quality Assessment

Yicong Li, Howard Leung

164

One Identity, Many Roles: Multimodal Entity Coreference for Enhanced Video Situation Recognition

Balaji Darur, Amanmeet Garg, Makarand Tapaswi

165

REBA: Residual Mixture-of-Experts and Bidirectional Video–Text Alignment for Better Fine-grained Weakly Supervised Video Anomaly Detection

Chengxi Chu, Nurul Japar, Chee Kau Lim

166

ReFoCUS: Reinforcement-guided Frame Optimization for Contextual Understanding

Hosu Lee, Junho Kim, Hyunjun Kim, Yong Man Ro

167

VIDEOP2R: Video Understanding from Perception to Reasoning

Yifan Jiang, Yueying Wang, Rui Zhao, Toufiq Parag, Zhimin Chen, Zhenyu Liao, Jayakrishnan Unnikrishnan

168

Video-R4: Reinforcing Text-Rich Video Reasoning with Visual Rumination

Yolo Yunlong Tang, Daiki Shimada, Hang Hua, Chao Huang, Jing Bi, Rogerio Feris, Chenliang Xu

169

ForestPrune: High-ratio Visual Token Compression for Video Multimodal Large Language Models Via Spatial-Temporal Forest Modeling

Shaobo Ju, Baiyang Song, Tao Chen, Jiapeng Zhang, Qiong Wu, Chao Chang, Huaixi Wang, Yiyi Zhou, Rongrong Ji

170

HARP: Hierarchical Adaptive Ranking with Probabilistic Modeling for Skill Determination

Hui Yu, Xiao Ke, Zhihong Zeng, Huangbiao Xu, Huanqi Wu

171

STORM: End-to-End Referring Multi-Object Tracking in Videos

Zijia Lu, Jingru Yi, Jue Wang, Yuxiao Chen, Junwen Chen, Xinyu Li, Davide Modolo

172

Extending Segment Anything Model 2 to Multi-Object Tracking by Optimizing Hierarchical Trajectory Memory

Cheng-Yen Yang, Hsiang-Wei Huang, Kuang-Ming Chen, Kunjun Li, Jenq-Neng Hwang

173

NCSTR: Node-Centric Decoupled Spatio-Temporal Reasoning for Video-based Human Pose Estimation

Quang Dang Huynh, Xuefei Yin, Andrew Busch, Hugo G. Espinosa, Alan Wee-Chung Liew, Matthew T.O. Worsey, Yanming Zhu

174

MOSSTrack : Modality-Specific Spatio-Temporal Context Learning for RGB-T Tracking

Yisong Liu, He Yao, Junlong Cheng, Yujie Lu, Junqi Bai, Min Zhu

175

Temporally Consistent Long-Term Memory for 3D Single Object Tracking

Jaejoon Yoo, SuBeen Lee, Yerim Jeon, Miso Lee, Jae-Pil Heo

176

DM^3T: Harmonizing Modalities via Diffusion for Multi-Object Tracking

Weiran Li, Yeqiang Liu, Yijie Wei, Mina Han, Qiannan Guo, Zhenbo Li

177

IRDINO: Adapting DINOv3 with Second-Order Motion Awareness for Moving Infrared Small Target Detection

Qian Xu, Shuaipeng Fan, Fei Gao, Mingjin Zhang

178

SemanticMoments: Training-Free Motion Similarity via Third Moment Features

Saar Huberman, Kfir Goldberg, Or Patashnik, Sagie Benaim, Ron Mokady

179

TAPNext++: What’s Next for Tracking Any Point (TAP)?

Sebastian Jung, Artem Zholus, Martin Sundermeyer, Carl Doersch, Ross Goroshin, David Joseph Tan, Sarath Chandar, Rudolph Triebel, Federico Tombari

180

ARGS: Auto-Regressive Gaussian Splatting via Parallel Progressive Next-Scale Prediction

Quanyuan Ruan, Kewei Shi, Jiabao Lei, Xifeng Gao, Xiaoguang Han

181

100Editor: 100+ Views per Batch and Minute-Scale View-Consistent 3D Editing

Cunqi Wu, Peng Zhou, Jie Qin, Qi Tian

182

DIAMOND-SSS: Diffusion-Augmented Multi-View Optimization for Data-efficient SubSurface Scattering

Guillermo Figueroa Araneda, Iris Dania Jimenez, Florian Hofherr, Manny Ko, Hector Andrade-Loarca, Daniel Cremers

183

Reason-SVG: Enhancing Structured Reasoning for Vector Graphics Generation with Reinforcement Learning

Ximing Xing, Ziteng Xue, Yandong Guan, Jing Zhang, Dong Xu, Qian Yu

184

Harmonized Multi-Layer Text-to-Image Generation with Generative Priors

Yusuf Dalva, Yijun Li, Qing Liu, Nanxuan Zhao, Jianming Zhang, Zhe Lin, Pinar Yanardag

185

StabiGS: Video Stabilization through Rendering-Aware Trajectory Optimization in 3DGS-Reconstructed Scenes

Souheib Ben Mabrouk, Jean-Emmanuel Deschaud, Eva Coupeté, Thomas Derbanne, Nicolas Rahmouni

186

More Traces Better: Unified Artifact Modeling for Generalizable and Robust AI-generated Image Detection

Ruiqi Liu, Xiaolei Lv, Zhiyuan Yan, Yi Han, Boyi Sun, Bo Li, Jun Gao, Lubin Weng, Yan Wang, Shu Wu

187

Predicting Gene Expression in Spatially Resolved Transcriptomics Across Samples Through Probabilistic Fusion of Hierarchical Histology and Spatial Information

Yinbo Liu, Qi Wu, Keyang Ye, Xiao He, Tian Tian

188

Don't Let the Information Slip Away

Taozhe Li, Guansu Wang, Bo Yu, Yiming Liu, Wei Sun

189

FraQAT: Quantization Aware Training with Fractional Bits

Luca Morreale, Alberto Gil C P Ramos, Malcolm Chadwick, Mehdi Noroozi, Ruchika Chavhan, Abhinav Mehrotra

190

MAGIC: Few-Shot Mask-Guided Anomaly Inpainting with Prompt Perturbation, Spatially Adaptive Guidance, and Context Awareness

JaeHyuck Choi, Minjun Kim, Je Hyeong Hong

191

Video Inspector: An Agentic-RL Framework and Benchmark for Human-Aligned Generative Video Evaluation

Jacey Somers, Harrison Zale, Janine Mason, Tina Walker, Eddie Quinn, Felix Lewis, Gavin Wright, Yvonne Young, Charles Sullivan, Wayne Carter, Julian Foster

192

From Pixels to Nucleotides: End-to-End Token-Based Video Compression for DNA Storage

Cihan Ruan, Lebin Zhou, Bingqing Zhao, Rongduo Han, Qiming Yuan, Chenchen Zhu, Linyi Han, Liang Yang, Wei Wang, Wei Jiang, Nam Ling

193

CoPS: Conditional Prompt Synthesis for Zero-Shot Anomaly Detection

Qiyu Chen, Zhen Qu, Wei Luo, Haiming Yao, Yunkang Cao, Yuxin Jiang, Yinan Duan, Huiyuan Luo, Chengkan Lv, Zhengtao Zhang

194

PSIM: Perceptual Similarity Index Measure

Md Eimran Hossain Eimon, Hari Kalva

195

UI-AGILE: Advancing GUI Agents with Effective Reinforcement Learning and Precise Inference-Time Grounding

Shuquan Lian, Yuhang Wu, Jia Ma, Yifan Ding, Zihan Song, Bingqi Chen, Xiawu Zheng, Hui Li, Rongrong Ji

196

Beyond Static Artifacts: A Forensic Benchmark for Video Deepfake Reasoning in Vision Language Models

Zheyuan Gu, Qingsong Zhao, Yusong Wang, Zhaohong Huang, Xinqi Li, Chen Yuan, Jiawei Shao, Chi Zhang, Xuelong Li

197

GreenPlanner: Practical Floorplan Layout Generation via an Energy-Aware and Function-Feasible Generative Framework

Pengyu Zeng, Yuqin Dai, Jun Yin, Jing Zhong, Ziyang Han, Chaoyang Shi, ZhanXiang Jin, Maowei Jiang, Yuxing Han, Shuai Lu

198

Dual-Stage Parameter-Efficient Fine-Tuning for Consistent Spatial and Temporal Representation

Junhao Xia, Chaoyang Zhang, Yecheng Zhang, Chengyang Zhou, Zhichang Wang, Bochun Liu, Dongshuo Yin

199

WideEye: Achieving Wide Field-of-view Traffic Video Analytics With Dynamic Orientation Adaptation

Z. Jonny Kong, Sibendu Paul, Y. Charlie Hu

200

Restore-R1: Efficient Image Restoration Agents via Reinforcement Learning with Multimodal LLM Perceptual Feedback

Jianglin Lu, Yuanwei Wu, Ziyi Zhao, Hongcheng Wang, Felix Jimenez, Abrar Majeedi, Yun Fu

201

Pose-dIVE: Pose-Diversified Augmentation for Person Re-Identification

Inès Hyeonsu Kim, Woojeong Jin, Soowon Son, Junyoung Seo, Seokju Cho, JeongYeol Baek, Byeongwon Lee, JoungBin Lee, Seungryong Kim

202

Adaptive Reinforcement for Open-ended Medical Reasoning via Semantic-Guided Reward Collapse Mitigation

Yizhou Liu, Dingkang Yang, Zizhi Chen, Minghao Han, Xukun Zhang, Keliang Liu, Jingwei Wei, Lihua Zhang

203

BrandFusion: A Multi-Agent Framework for Seamless Brand Integration in Text-to-Video Generation

Zihao Zhu, Ruotong Wang, Siwei Lyu, Min Zhang, Baoyuan Wu

204

IEA: Amateur-Friendly Conversational Image Editing Agent via Three Stages of Multitask Alignment

Zichen Zhu, Yuheng Sun, Mingxuan Zhu, Wenjie Ma, Situo Zhang, Zhexiang Wang, Ziyue Yang, Danyang Zhang, Kunyao Lan, Zihan Zhao, Dingye Liu, Siqi Xiang, Lu Chen, Kai Yu

205