Search Results for author: Jiaying Lin

Found 10 papers, 3 papers with code

Learning To Detect Mirrors From Videos via Dual Correspondences

no code implementations CVPR 2023 Jiaying Lin, Xin Tan, Rynson W.H. Lau

However, detecting mirrors over dynamic scenes is still under-explored due to the lack of a high-quality dataset and an effective method for video mirror detection (VMD).

Self-supervised Pre-training for Mirror Detection

no code implementations ICCV 2023 Jiaying Lin, Rynson W.H. Lau

Existing mirror detection methods require supervised ImageNet pre-training to obtain good general-purpose image features.

Image Classification Self-Supervised Learning

Efficient Mirror Detection via Multi-level Heterogeneous Learning

1 code implementation28 Nov 2022 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.

Weakly-Supervised Camouflaged Object Detection with Scribble Annotations

1 code implementation28 Jul 2022 Ruozhen He, Qihua Dong, Jiaying Lin, Rynson W. H. Lau

To achieve this, we first relabel 4, 040 images in existing camouflaged object datasets with scribbles, which takes ~10s to label one image.

Object object-detection +1

Symmetry-Aware Transformer-based Mirror Detection

1 code implementation13 Jul 2022 Tianyu Huang, Bowen Dong, Jiaying Lin, Xiaohui Liu, Rynson W. H. Lau, WangMeng Zuo

Mirror detection aims to identify the mirror regions in the given input image.

Depth-aware Glass Surface Detection with Cross-modal Context Mining

no code implementations22 Jun 2022 Jiaying Lin, Yuen Hei Yeung, Rynson W. H. Lau

This however poses substantial challenges on the operations of autonomous systems such as robots, self-driving cars and drones, as the glass panels can become transparent obstacles to the navigation. Existing works attempt to exploit various cues, including glass boundary context or reflections, as a prior.

Self-Driving Cars

Rethinking Video Salient Object Ranking

no code implementations31 Mar 2022 Jiaying Lin, Huankang Guan, Rynson W. H. Lau

Salient Object Ranking (SOR) involves ranking the degree of saliency of multiple salient objects in an input image.

Object Relation +1

Learning Semantic Associations for Mirror Detection

no code implementations CVPR 2022 Huankang Guan, Jiaying Lin, Rynson W.H. Lau

Inspired by this observation, we propose a model to exploit the semantic associations between the mirror and its surrounding objects for a reliable mirror localization.

Rich Context Aggregation With Reflection Prior for Glass Surface Detection

no code implementations CVPR 2021 Jiaying Lin, Zebang He, Rynson W.H. Lau

However, as it is only based on a general context integration operation and does not consider any specific glass surface properties, it gets confused when the images contain objects that are similar to glass surfaces and degenerates in challenging scenes with insufficient contexts.

Progressive Mirror Detection

no code implementations CVPR 2020 Jiaying Lin, Guodong Wang, Rynson W.H. Lau

Hence, we propose a model in this paper to progressively learn the content similarity between the inside and outside of the mirror while explicitly detecting the mirror edges.

Edge Detection

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