Neural Mask Estimation

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3 papers in the last four weeks, level with the four weeks before. 0.0% of all new papers.

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One Sequence, Many Decodings: CAGenMol-2 Recasts Drug Design as Masked Molecular Inference
Sep 28, 2026Yanting Li, Enyan Dai, Lei Wang +2Molecular Design Neural Mask Estimation
The Hong Kong University of Science and Technology (Guangzhou) · Jinan University, Guangzhou
UnfoldCRF: Structured Mask Refinement with Image-Conditioned Latent Regions
Sep 27, 2026Chunming He, Rihan Zhang, Lei Xu +5Neural Mask Estimation Semi-Supervised Medical Image Segmentation
Duke University · EPFL · National University of Singapore +2
Does Attention-Guided Masking Really Help Object Discovery in Object-Centric Learning?
Sep 14, 2026Youliang Tao, Yanhua Han, Bin Zhao +3Neural Mask Estimation Object-Centric Representations
School of Artificial Intelligence, Guilin University of Electronic Technology · Department of Computer Science, Aalto University · Center for Machine Vision and Signal Analysis, University of Oulu +1
ReMoMask-2: Latent Retrieval-Augmented Masked Motion Generation
Sep 8, 2026Yiran Wang, Zeyu Zhang, Ling Shao +1Text-To-Motion Generation Neural Mask Estimation
University of Sydney, Camperdown 2006, Australia · School of Computer Science, Peking University, Beijing 100871, China · UCAS-Terminus AI Lab, University of Chinese Academy of Sciences, Beijing 101408, China
VOS-Agent: The 1st Place Solution for the 8th LSVOS Challenge (MOSEv2 Track)
Aug 13, 2026Canyang Wu, Jinrong Zhang, Xusheng He +3Video Object Segmentation Neural Mask Estimation
Harbin Institute of Technology, Shenzhen · Nanyang Technological University · Shenzhen Loop Area Institute
Multi-Agent Target-Existence Verification and Learned Mask Geometry Refinement: Winning Report of the MeViS-Text Track at the 8th LSVOS Challenge 2026
Aug 11, 2026Jungyoon Lee, Gyuil Lim, Doeon Kim +1Video Object Segmentation Neural Mask Estimation
Department of AI Convergence Security, Soongsil University, Republic of Korea · Department of AI Convergence, Soongsil University, Republic of Korea · Department of Intelligent Semiconductors, Soongsil University, Republic of Korea
GeoMAR: Unleashing Geometrically Aligned Features for Masked Autoregressive Blind Face Restoration
Aug 4, 2026Lu Gan, Hanyu Yan, Chaofeng Chen +2Blind Face Restoration Image Restoration
School of Artificial Intelligence, Sun Yat-sen University, Zhuhai, China
CoT-Edit: Let CoT Guide Instruction Video Editing
Aug 2, 2026Sen Liang, Fengbin Guan, Youliang Zhang +2Video Editing Neural Mask Estimation
University of Science and Technology of China · Tsinghua University · Zhongguancun Academy
SSR: Similarity-Shift Refinement for Training-Free Object-Centric Masks
Aug 2, 2026Xiaoqian Lu, Guangfu GuoNeural Mask Estimation Self-Supervised Vision Transformers
University of Ottawa · Clemson University
Learning from Adversity: Semantic-Aware Mask Refinement through Adversarial Perturbation
Jul 31, 2026Beomyoung Kim, Sung Ju HwangNeural Mask Estimation Semantic Segmentation
NAVER Cloud · KAIST
DORS: Dynamic Attention Routing for Diffusion-based Object Removal in Dense Scenes
Jul 18, 2026Haitong Tang, Haipeng Liu, Yang WangVideo Object Removal Removal
School of Computer Science and Information Engineering, Hefei University of Technology, Hefei, China
It Takes Few to TANGO: A Quantized Distributed Model for Binaural Speech Enhancement
Jul 9, 2026Zahra Benslimane, Pierre Chouteau, Martyna Poreba +4Speech Enhancement Discrete Speech Representations
Université Paris-Saclay, CEA, List, F-91120 Palaiseau, France · Université de Lorraine, CNRS, Inria, LORIA, F-54000 Nancy, France
RUFNet: Query-Guided Support Mask Refinement and Uncertainty Fusion based on Hybrid Mamba for Few-Shot Brain Tumor Segmentation
Jul 6, 2026Dongyi He, Xiangkai Wang, Binbing Xu +5Brain Tumor Segmentation Neural Mask Estimation
Department of Language Science and Technology, The Hong Kong Polytechnic University, Hong Kong SAR, China · School of Artificial Intelligence, Chongqing University of Technology, Chongqing, China · Affiliated Lianyungang Hospital of Xuzhou Medical University, Lianyungang, China +1
Consistent Scene Understanding in 3D Gaussian Splatting via Multi-Cue Mask Refinement
Jul 2, 2026Hyunjoon Park, Donghyeon ChoNeural Mask Estimation Scene Reasoning
Department of Computer Science, Hanyang University, Seoul, South Korea
Dense Structural Priors for Sparse Functional Landmark Localization in Surgical Videos
Jun 30, 2026Chenyan Jing, Hao Ding, Lalithkumar Seenivasan +2One-Shot Medical Landmark Detection Surgical Videos
Johns Hopkins University, Baltimore, MD, USA
Rectifying Mask via Entropy for Distractor-Free 3DGS in Ambiguous Scenarios
Jun 28, 2026Wongi Park, Jiyeon Lim, Minjae Lee +6Neural Mask Estimation Dynamic 3D Gaussian Splatting
1Ajou Univerity · 2Samsung Electronics · 3Georgia Institute of Technology +5
Reason Twice: Segmentation via Candidate Discovery and Comparative Reasoning
Jun 8, 2026Xinyan Gao, Haoran Hao, Xiangyu YueNeural Mask Estimation Multimodal Large Language Models
MMLab, The Chinese University of Hong Kong · Nanjing University
LithoGRPO: Fast Inverse Lithography via GRPO Reinforced Flow Matching
May 29, 2026Yao Lai, Xuyuan Xiong, Zeyue Xue +7Lithography Neural Mask Estimation
The University of Hong Kong, Hong Kong · University of Cambridge, Cambridge, UK · The Chinese University of Hong Kong, Hong Kong +2
FlowSeg: Dynamic Semantic Guidance for LLM-Conditioned Segmentation
May 28, 2026Zekang Zhang, Guangyu Gao, Youyun Tang +7Neural Mask Estimation Motion-Language Alignment
School of Computer Science, Beijing Institute of Technology · School of Computer Science, University of Birmingham · WEI Lab, Institute of Information Science, Beijing Jiaotong University +1
SIGMA: Semantic-Difference Instruction-Grounding Mask Annotator for Text-Driven Image Manipulation Localization
May 27, 2026Peiyu Zhuang, Jianquan Yang, Haodong Li +6Neural Mask Estimation
Shenzhen Campus of Sun Yat-sen University, China · Guangdong Provincial Key Laboratory of Intelligent Information Processing and Shenzhen Key Laboratory of Media Security, Shenzhen University, Shenzhen, China · Shenzhen University of Advanced Technology and Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, China +2
Multi-proposal Collaboration and Multi-task Training for Weakly-supervised Video Moment Retrieval
May 14, 2026Bolin Zhang, Chao Yang, Bin Jiang +2Fine-Grained Video Understanding Neural Mask Estimation
College of Computer Science and Electronic Engineering, Hunan University, Changsha, 410082, Hunan, China. · Mathematical and Data Science Center, Nagoya University, Nagoya,May 464-8601, Aichi, Japan. · Graduate School of Informatics, Nagoya University, Nagoya, 464-8601,14 Aichi, Japan.
Towards Highly-Constrained Human Motion Generation with Retrieval-Guided Diffusion Noise Optimization
May 8, 2026Hanchao Liu, Fang-Lue Zhang, Shining Zhang +2Human Motion Generation Motion Generation
Tsinghua University · University of New South Wales
BRIDGE: Background Routing and Isolated Discrete Gating for Coarse-Mask Local Editing
May 8, 2026Peilin Xiong, Honghui Yuan, Junwen Chen +1Neural Mask Estimation Diffusion-Based Image Editing
Department of Informatics, The University of Electro-Communications, Tokyo, Japan
CBV: Clean-label Backdoor Attacks on Vision Language Models via Diffusion Models
May 4, 2026Ji Guo, Xiaolong Qin, Cencen Liu +3Clean Label Backdoor Attack Diffusion Models
Laboratory of Intelligent Collaborative Computing, University of Electronic Science and Technology of China, China · School of Software Engineering, Chengdu University of Information Technology, China · The Hong Kong University of Science and Technology, China
AgentRVOS for MeViS-Text Track of 5th PVUW Challenge: 3rd Method
Apr 20, 2026Deshui Miao, Chao Yang, Chao Tian +4Video Object Segmentation Neural Mask Estimation
1Pengcheng Laboratory · 2Wuhan Textile University · 3Yixiang Innovation Technology (Shenzhen)
Structure-Guided Self-Supervised Matching for One-Shot Medical Landmark Detection
Mar 3, 2022Qingsong Yao, Zhen Huang, Ao Wang +4One-Shot Medical Landmark Detection Harder Better Faster Denser Feature Matching
Soochow School of Artificial Intelligence Renmin University of China · Department of Computer Science University of Science and Technology of China · School of Biomedical Engineering University of Science and Technology of China +3

Sep 28, 2026, cs.LGJ/K move · Enter open · S save

One Sequence, Many Decodings: CAGenMol-2 Recasts Drug Design as Masked Molecular Inference

Yanting Li, Enyan Dai, Lei Wang, Wen-Cai Ye+1

The Hong Kong University of Science and Technology (Guangzhou) · Jinan University, Guangzhou

Molecular Design Neural Mask Estimation Decoding Agentic Workflow Design

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Drug design couples property evaluation, conditional generation, structure-based design, and local optimization, yet machine learning systems typically address these capabilities with separate task-specific models. We introduce CAGenMol-2, a masked diffusion molecular language model that represents molecules, continuous scalar properties, and 3D protein pockets within a single wrapped sequence. Within this pretrained interface, downstream operations are selected by which sequence regions are observed or masked at inference, allowing one checkpoint to perform property prediction, property- and pocket-conditioned generation, and partial-constraint design without task-specific architectures or backbone fine-tuning. We further propose Adaptive Fragment Optimization (AdaFO), a gradient-free mask-and-refill search that turns the masked decoder into an iterative local molecular optimizer. On CrossDocked2020, AdaFO increases Success Rate from 30.2% to 70.8%, the best reported under this protocol, while largely preserving drug-likeness and diversity. Finally, scaffold-preserving directional editing and CRBN/VHL case studies demonstrate its use in compound design workflows spanning local molecular editing, structure-based prioritization, and downstream simulation-based screening.

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Latest papers 26