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20222025
most citedEfficient Mirror Detection via Multi-level Heterogeneous Learning

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

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6 papers · 1 filter

cs.CV2025

MirrorMamba: Towards Scalable and Robust Mirror Detection in Videos

Rui Song, Jiaying Lin, Rynson W. H. Lau

Video mirror detection has received significant research attention, yet existing methods suffer from limited performance and robustness. These approaches often over-rely on single,…

cs.CV2025

Hierarchical Cross-Modal Alignment for Open-Vocabulary 3D Object Detection

Youjun Zhao, Jiaying Lin, Rynson W. H. Lau

Open-vocabulary 3D object detection (OV-3DOD) aims at localizing and classifying novel objects beyond closed sets. The recent success of vision-language models (VLMs) has demonstra…

cs.CV2024

Do MLLMs Exhibit Human-like Perceptual Behaviors? HVSBench: A Benchmark for MLLM Alignment with Human Perceptual Behavior

Jiaying Lin, Shuquan Ye, Dan Xu +2

While Multimodal Large Language Models (MLLMs) excel at many vision tasks, it is unknown if they exhibit human-like perceptual behaviors. To evaluate this, we introduce HVSBench, t…

cs.CV2024

Boosting Weakly-Supervised Referring Image Segmentation via Progressive Comprehension

Zaiquan Yang, Yuhao Liu, Jiaying Lin +2

This paper explores the weakly-supervised referring image segmentation (WRIS) problem, and focuses on a challenging setup where target localization is learned directly from image-t…

cs.CV2024

OpenScan: A Benchmark for Generalized Open-Vocabulary 3D Scene Understanding

Youjun Zhao, Jiaying Lin, Shuquan Ye +2

Open-vocabulary 3D scene understanding (OV-3D) aims to localize and classify novel objects beyond the closed set of object classes. However, existing approaches and benchmarks prim…

cs.CV20224 cited

Efficient Mirror Detection via Multi-level Heterogeneous Learning

Ruozhen He, Jiaying Lin, Rynson W. H. Lau

We present HetNet (Multi-level \textbf{Het}erogeneous \textbf{Net}work), a highly efficient mirror detection network. Current mirror detection methods focus more on performance tha…