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20242026
most citedTriad: Empowering LMM-based Anomaly Detection with Vision Expert-guided Visual Tokenizer and Manufacturing Process

3 citations · 4 across the 29 of their papers we have counts for

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9 papers · 1 filter

cs.CV2026

DPA: Decoupling Product-Agnostic Anomaly Representations for Zero-shot Anomaly Generation

Hang Yao, Yansheng Fu, Ming Liu +4

Industrial anomaly detection benefits from anomaly samples, yet newly deployed products typically provide only normal images, making anomaly samples difficult to collect. Zero-shot…

cs.SE2026

Coding Agents as Test-Suite Auditors: Finding What Official Suites Miss While Approaching What They Catch

Shuyang Xie, Shuxiao Xie, Feng Zhu +2

Online-judge verdicts and the datasets and benchmarks built on them are treated as ground truth for evaluating and training large language models for code. Yet prior audits have so…

cs.CV2026

Generalize LMMs to Versatile Visual Modalities via Fabricated Modality Synthesis

Shihao Yuan, Yuanze Li, Ruyi Zhang +2

Despite the advancements of Large Multimodal Models (LMMs) in RGB vision, their ability to generalize to unseen visual modalities remains a largely unexplored challenge. We argue t…

cs.AI2026

Hierarchical Semantic-Constrained Heterogeneous Graph for Audio-Visual Event Localization

Zhe Yang, Ruyi Zhang, Hongtao Chen +4

Open-vocabulary audio-visual event localization (OV-AVEL) jointly models audio-visual cues to recognize and temporally localize events, including categories unseen during training.…

cs.CV2026

OPERA: An Agent for Image Restoration with End-to-End Joint Planning-Execution Optimization

Feng Zhu, Shuyang Xie, Yihan Zeng +2

Real-world image restoration is challenging due to complex and interacting mixed degradations. Recent agent-based approaches address this problem by composing multiple task-specifi…

cs.CV2026

ScrollScape: Unlocking 32K Image Generation With Video Diffusion Priors

Haodong Yu, Yabo Zhang, Donglin Di +2

While diffusion models excel at generating images with conventional dimensions, pushing them to synthesize ultra-high-resolution imagery at extreme aspect ratios (EAR) often trigge…

cs.CV2026

Cluster-Wise Spatio-Temporal Masking for Efficient Video-Language Pretraining

Weijun Zhuang, Yuqing Huang, Weikang Meng +5

Large-scale video-language pretraining enables strong generalization across multimodal tasks but often incurs prohibitive computational costs. Although recent advances in masked vi…

cs.CV2026

All-in-One Video Restoration under Smoothly Evolving Unknown Weather Degradations

Wenrui Li, Hongtao Chen, Yao Xiao +4

All-in-one image restoration aims to recover clean images from diverse unknown degradations using a single model. But extending this task to videos faces unique challenges. Existin…

cs.CV2026

RoamScene3D: Immersive Text-to-3D Scene Generation via Adaptive Object-aware Roaming

Jisheng Chu, Wenrui Li, Rui Zhao +3

Generating immersive 3D scenes from texts is a core task in computer vision, crucial for applications in virtual reality and game development. Despite the promise of leveraging 2D…