activity
20222025
most citedCLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation

7 citations · 8 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2025★ 1 cited

SAMRefiner: Taming Segment Anything Model for Universal Mask Refinement

Yuqi Lin, Hengjia Li, Wenqi Shao +5

In this paper, we explore a principal way to enhance the quality of widely pre-existing coarse masks, enabling them to serve as reliable training data for segmentation models to re…

cs.CV2024

UniHDA: A Unified and Versatile Framework for Multi-Modal Hybrid Domain Adaptation

Hengjia Li, Yang Liu, Yuqi Lin +8

Recently, generative domain adaptation has achieved remarkable progress, enabling us to adapt a pre-trained generator to a new target domain. However, existing methods simply adapt…

cs.CV2023

TagCLIP: A Local-to-Global Framework to Enhance Open-Vocabulary Multi-Label Classification of CLIP Without Training

Yuqi Lin, Minghao Chen, Kaipeng Zhang +7

Contrastive Language-Image Pre-training (CLIP) has demonstrated impressive capabilities in open-vocabulary classification. The class token in the image encoder is trained to captur…

cs.CV2023

Few-shot Hybrid Domain Adaptation of Image Generators

Hengjia Li, Yang Liu, Linxuan Xia +7

Can a pre-trained generator be adapted to the hybrid of multiple target domains and generate images with integrated attributes of them? In this work, we introduce a new task -- Few…

cs.CV2022★ 7 cited

CLIP is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation

Yuqi Lin, Minghao Chen, Wenxiao Wang +5

Weakly supervised semantic segmentation (WSSS) with image-level labels is a challenging task. Mainstream approaches follow a multi-stage framework and suffer from high training cos…

cs.CV2022

Self-supervised and Weakly Supervised Contrastive Learning for Frame-wise Action Representations

Minghao Chen, Renbo Tu, Chenxi Huang +3

Previous work on action representation learning focused on global representations for short video clips. In contrast, many practical applications, such as video alignment, strongly…