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20242026
most citedFrom Efficient Multimodal Models to World Models: A Survey

3 citations · 3 across the 16 of their papers we have counts for

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cs.CV2026

Interest Entanglement: The Hidden Barrier to Blind Super-Resolution Optimization

Junxiong Lin, Xinji Mai, Qianyu Guo +5

Fidelity and perceptual quality are two inherently competing and conflicting objectives in the image super-resolution (SR) task. Different loss functions focus on these objectives…

cs.CV2026

Customizing Video Portraits via Identity-ActionDecoupling

Junxiong Lin, Haoran Wang, Xinji Mai +4

Identity-Preserving Text-to-Video Generation (IPT2V) seeks to synthesize a temporally coherent video from a reference image and a textual description, while simultaneously preservi…

cs.CV2026

Cognition-Inspired Dual-Stream Semantic Enhancement for Vision-Based Dynamic Emotion Modeling

Huanzhen Wang, Ziheng Zhou, Zeng Tao +5

The human brain constructs emotional percepts not by processing facial expressions in isolation, but through a dynamic, hierarchical integration of sensory input with semantic and…

cs.CV2026

DressWild: Feed-Forward Pose-Agnostic Garment Sewing Pattern Generation from In-the-Wild Images

Zeng Tao, Ying Jiang, Yunuo Chen +7

Recent advances in garment pattern generation have shown promising progress. However, existing feed-forward methods struggle with diverse poses and viewpoints, while optimization-b…

cs.CV2025

4DNeX: Feed-Forward 4D Generative Modeling Made Easy

Zhaoxi Chen, Tianqi Liu, Long Zhuo +6

We present 4DNeX, the first feed-forward framework for generating 4D (i.e., dynamic 3D) scene representations from a single image. In contrast to existing methods that rely on comp…

cs.CV2025

Component-aware Unsupervised Logical Anomaly Generation for Industrial Anomaly Detection

Xuan Tong, Yang Chang, Qing Zhao +9

Anomaly detection is critical in industrial manufacturing for ensuring product quality and improving efficiency in automated processes. The scarcity of anomalous samples limits tra…