Search Results for author: Gensheng Pei

Found 5 papers, 5 papers with code

Dynamic in Static: Hybrid Visual Correspondence for Self-Supervised Video Object Segmentation

1 code implementation21 Apr 2024 Gensheng Pei, Yazhou Yao, Jianbo Jiao, Wenguan Wang, Liqiang Nie, Jinhui Tang

To achieve this objective, we present a unified self-supervised approach to learn visual representations of static-dynamic feature similarity.

Semantic Segmentation Video Object Segmentation +1

VideoMAC: Video Masked Autoencoders Meet ConvNets

1 code implementation29 Feb 2024 Gensheng Pei, Tao Chen, Xiruo Jiang, Huafeng Liu, Zeren Sun, Yazhou Yao

In this paper, we propose a new approach termed as \textbf{VideoMAC}, which combines video masked autoencoders with resource-friendly ConvNets.

Pose Tracking Representation Learning +4

Hierarchical Graph Pattern Understanding for Zero-Shot VOS

1 code implementation15 Dec 2023 Gensheng Pei, Fumin Shen, Yazhou Yao, Tao Chen, Xian-Sheng Hua, Heng-Tao Shen

However, existing optical flow-based methods have a significant dependency on optical flow, which results in poor performance when the optical flow estimation fails for a particular scene.

Optical Flow Estimation Semantic Segmentation +4

Co-attention Propagation Network for Zero-Shot Video Object Segmentation

1 code implementation8 Apr 2023 Gensheng Pei, Yazhou Yao, Fumin Shen, Dan Huang, Xingguo Huang, Heng-Tao Shen

Zero-shot video object segmentation (ZS-VOS) aims to segment foreground objects in a video sequence without prior knowledge of these objects.

Optical Flow Estimation Semantic Segmentation +3

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