Search Results for author: Yichen Yan

Found 4 papers, 1 papers with code

Calibration & Reconstruction: Deep Integrated Language for Referring Image Segmentation

no code implementations12 Apr 2024 Yichen Yan, Xingjian He, Sihan Chen, Jing Liu

In this paper, we introduce CRFormer, a model that iteratively calibrates multi-modal features in the transformer decoder.

Decoder Image Segmentation +1

Beyond Literal Descriptions: Understanding and Locating Open-World Objects Aligned with Human Intentions

1 code implementation17 Feb 2024 Wenxuan Wang, Yisi Zhang, Xingjian He, Yichen Yan, Zijia Zhao, Xinlong Wang, Jing Liu

Previous datasets and methods for classic VG task mainly rely on the prior assumption that the given expression must literally refer to the target object, which greatly impedes the practical deployment of agents in real-world scenarios.

Visual Grounding

EAVL: Explicitly Align Vision and Language for Referring Image Segmentation

no code implementations18 Aug 2023 Yichen Yan, Xingjian He, Wenxuan Wang, Sihan Chen, Jing Liu

In previous approaches, fused vision-language features are directly fed into a decoder and pass through a convolution with a fixed kernel to obtain the result, which follows a similar pattern as traditional image segmentation.

Image Segmentation Referring Expression Segmentation +2

MMNet: Multi-Mask Network for Referring Image Segmentation

no code implementations24 May 2023 Yichen Yan, Xingjian He, Wenxuan Wan, Jing Liu

However, this task is challenging due to the distinct data properties between text and image, and the randomness introduced by diverse objects and unrestricted language expression.

Image Segmentation Segmentation +1

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