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20232026
most citedNot All Pixels Are Equal: Learning Pixel Hardness for Semantic Segmentation

2 citations · 2 across the 15 of their papers we have counts for

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cs.CV2026

Tether the Subject, Release the Scene: Query-Aware Memory Routing for Long-Horizon Autoregressive Video Generation

Chen Li, Peng Zhang, Hanyu Zhou +5

Streaming autoregressive video models generate long videos chunk by chunk, using historical memory to maintain consistency. Existing methods typically expose subject and scene quer…

cs.CV2026

LoViF 2026 The First Challenge on Unified Removal of Raindrops and Reflections: Methods and Results

Zewei He, Xi Tong, Yu Chen +49

This workshop paper comprehensively reviews the First Challenge on Unified Removal of Raindrops and Reflections. The challenge aims to address a frequently encountered practical pr…

cs.CV2026

GRNEdit: Efficient General Video Editing from a New Binary-Evidence Perspective in Generative Refinement Networks

Feng Xie, Jiagao Hu, Fuhao Li +5

Instruction-based general video editing seeks to unify diverse editing operations within a single, intuitive interface. Existing approaches often rely on resource-intensive conditi…

cs.CV2026

From Synthesis to Removal: Physics-Grounded Reflection Simulation and Diffusion-Based Video Dereflection

Zepeng Wang, Jiagao Hu, Fuhao Li +3

Videos captured through glass often contain reflections that degrade visual quality and interfere with downstream vision tasks. Although single-image reflection removal has been ex…

cs.CV2026

TIGER: Taming Identity, Geometry, and Generative Priors for High-Quality Face Video Restoration

Yang Zhou, Wenxue Li, Peng Zhang +3

Face Video Restoration (FVR) aims to recover high-fidelity facial videos from degraded input while preserving identity and semantic consistency across frames. Existing methods ofte…

cs.CV2026

RS-Gen: A Multi-Stage Agentic Framework for Reasoning and Search-Augmented Image Generation

Feifei Bian, Zhimin Zheng, Wei Deng +2

Recent years have witnessed remarkable progress in image generation and editing, particularly regarding instruction following and visual fidelity. However, when handling ambiguous…