1 code implementation • 14 Feb 2024 • Zhaoqing Wang, Xiaobo Xia, Ziye Chen, Xiao He, Yandong Guo, Mingming Gong, Tongliang Liu
With this unpaired mask-text supervision, we propose a new weakly-supervised open-vocabulary segmentation framework (Uni-OVSeg) that leverages confident pairs of mask predictions and entities in text descriptions.
no code implementations • 16 Oct 2023 • Shaokun Zhang, Xiaobo Xia, Zhaoqing Wang, Ling-Hao Chen, Jiale Liu, Qingyun Wu, Tongliang Liu
However, since the prompts need to be sampled from a large volume of annotated examples, finding the right prompt may result in high annotation costs.
no code implementations • CVPR 2023 • Xiaowei Chi, Jiaming Liu, Ming Lu, Rongyu Zhang, Zhaoqing Wang, Yandong Guo, Shanghang Zhang
In order to find them, we further propose a LiDAR-guided sampling strategy to leverage the statistical distribution of LiDAR to determine the heights of local slices.
no code implementations • 4 Jun 2022 • Yingbin Bai, Erkun Yang, Zhaoqing Wang, Yuxuan Du, Bo Han, Cheng Deng, Dadong Wang, Tongliang Liu
With the training going on, the model begins to overfit noisy pairs.
1 code implementation • CVPR 2022 • Zhaoqing Wang, Yu Lu, Qiang Li, Xunqiang Tao, Yandong Guo, Mingming Gong, Tongliang Liu
In addition, we present text-to-pixel contrastive learning to explicitly enforce the text feature similar to the related pixel-level features and dissimilar to the irrelevances.
Contrastive Learning Generalized Referring Expression Segmentation +3
1 code implementation • ICCV 2021 • Jiaming Liu, Ming Lu, Kaixin Chen, Xiaoqi Li, Shizun Wang, Zhaoqing Wang, Enhua Wu, Yurong Chen, Chuang Zhang, Ming Wu
Internet video delivery has undergone a tremendous explosion of growth over the past few years.
no code implementations • CVPR 2022 • Zhaoqing Wang, Qiang Li, Guoxin Zhang, Pengfei Wan, Wen Zheng, Nannan Wang, Mingming Gong, Tongliang Liu
By considering the spatial correspondence, dense self-supervised representation learning has achieved superior performance on various dense prediction tasks.
no code implementations • 1 Jan 2021 • Zhaoqing Wang, Jiaming Liu, Yangyuxuan Kang, Mingming Gong, Chuang Zhang, Ming Lu, Ming Wu
Graph Reasoning has shown great potential recently in modeling long-range dependencies, which are crucial for various computer vision tasks.