collaborators

6 papers

cs.CV2026

PositionIC: Unified Position and Identity Consistency for Image Customization

Junjie Hu, Tianyang Han, Kai Ma +6

Recent subject-driven image customization excels in fidelity, yet fine-grained instance-level spatial control remains an elusive challenge, hindering real-world applications. This…

cs.CV2025

Search is All You Need for Few-shot Anomaly Detection

Qishan Wang, Jia Guo, Shuyong Gao +5

Few-shot anomaly detection (FSAD) has emerged as a crucial yet challenging task in industrial inspection, where normal distribution modeling must be accomplished with only a few no…

cs.CV2025

HSS-IAD: A Heterogeneous Same-Sort Industrial Anomaly Detection Dataset

Qishan Wang, Shuyong Gao, Junjie Hu +4

Multi-class Unsupervised Anomaly Detection algorithms (MUAD) are receiving increasing attention due to their relatively low deployment costs and improved training efficiency. Howev…

cs.CV2025

Scoring, Remember, and Reference: Catching Camouflaged Objects in Videos

Yuang Feng, Shuyong Gao, Fuzhen Yan +4

Video Camouflaged Object Detection (VCOD) aims to segment objects whose appearances closely resemble their surroundings, posing a challenging and emerging task. Existing vision mod…

cs.CV2025

AnimatePainter: A Self-Supervised Rendering Framework for Reconstructing Painting Process

Junjie Hu, Shuyong Gao, Qianyu Guo +4

Humans can intuitively decompose an image into a sequence of strokes to create a painting, yet existing methods for generating drawing processes are limited to specific data types…

cs.CV2025

P3S-Diffusion:A Selective Subject-driven Generation Framework via Point Supervision

Junjie Hu, Shuyong Gao, Lingyi Hong +4

Recent research in subject-driven generation increasingly emphasizes the importance of selective subject features. Nevertheless, accurately selecting the content in a given referen…