no code implementations • 8 Apr 2024 • Xiaoyi Bao, Siyang Sun, Shuailei Ma, Kecheng Zheng, Yuxin Guo, Guosheng Zhao, Yun Zheng, Xingang Wang
We believe that the act of reasoning segmentation should mirror the cognitive stages of human visual search, where each step is a progressive refinement of thought toward the final object.
1 code implementation • 29 Mar 2024 • Zihao Song, Huaxi Chen, Donghui Quan, Di Li, Yinghui Zheng, Shulei Ni, Yunchuan Chen, Yun Zheng
We introduce a machine learning-based method for extracting HI sources from 3D spectral data, and construct a dedicated dataset of HI sources from CRAFTS.
1 code implementation • NeurIPS 2023 • Yuxin Guo, Shijie Ma, Hu Su, Zhiqing Wang, Yuhao Zhao, Wei Zou, Siyang Sun, Yun Zheng
Audio-Visual Source Localization (AVSL) aims to locate sounding objects within video frames given the paired audio clips.
no code implementations • 18 Dec 2023 • Shuailei Ma, Chen-Wei Xie, Ying WEI, Siyang Sun, Jiaqi Fan, Xiaoyi Bao, Yuxin Guo, Yun Zheng
In this paper, we conduct a direct analysis of the multi-modal prompts by asking the following questions: $(i)$ How do the learned multi-modal prompts improve the recognition performance?
no code implementations • 11 Dec 2023 • Xiaoyi Bao, Jie Qin, Siyang Sun, Yun Zheng, Xingang Wang
To improve the semantic consistency of foreground instances, we propose an unlabeled branch as an efficient data utilization method, which teaches the model how to extract intrinsic features robust to intra-class differences.
1 code implementation • NeurIPS 2023 • Pandeng Li, Chen-Wei Xie, Hongtao Xie, Liming Zhao, Lei Zhang, Yun Zheng, Deli Zhao, Yongdong Zhang
Video moment retrieval pursues an efficient and generalized solution to identify the specific temporal segments within an untrimmed video that correspond to a given language description.
no code implementations • CVPR 2023 • Chen-Wei Xie, Siyang Sun, Xiong Xiong, Yun Zheng, Deli Zhao, Jingren Zhou
This process can be considered as an open-book exam: with the reference set as a cheat sheet, the proposed method doesn't need to memorize all visual concepts in the training data.
1 code implementation • ICCV 2023 • Pandeng Li, Chen-Wei Xie, Liming Zhao, Hongtao Xie, Jiannan Ge, Yun Zheng, Deli Zhao, Yongdong Zhang
In the event-sentence prototype matching phase, we design a temporal prototype generation mechanism to associate intra-frame objects and interact inter-frame temporal relations.
no code implementations • CVPR 2022 • Qiang Wang, Yanhao Zhang, Yun Zheng, Pan Pan
Temporal representation is the cornerstone of modern action detection techniques.
2 code implementations • 14 Mar 2022 • Qiang Wang, Yanhao Zhang, Yun Zheng, Pan Pan, Xian-Sheng Hua
Cross-modality interaction is a critical component in Text-Video Retrieval (TVR), yet there has been little examination of how different influencing factors for computing interaction affect performance.
Ranked #9 on Video Retrieval on MSR-VTT-1kA (using extra training data)
no code implementations • CVPR 2021 • Qiang Wang, Yun Zheng, Pan Pan, Yinghui Xu
Recent works have shown that convolutional networks have substantially improved the performance of multiple object tracking by simultaneously learning detection and appearance features.
1 code implementation • CVPR 2021 • Chi Zhang, Nan Song, Guosheng Lin, Yun Zheng, Pan Pan, Yinghui Xu
First, we adopt a simple but effective decoupled learning strategy of representations and classifiers that only the classifiers are updated in each incremental session, which avoids knowledge forgetting in the representations.
Ranked #7 on Few-Shot Class-Incremental Learning on CIFAR-100
no code implementations • 9 Feb 2021 • Kang Zhao, Pan Pan, Yun Zheng, Yanhao Zhang, Changxu Wang, Yingya Zhang, Yinghui Xu, Rong Jin
For a deployed visual search system with several billions of online images in total, building a billion-scale offline graph in hours is essential, which is almost unachievable by most existing methods.
no code implementations • 9 Feb 2021 • Yanhao Zhang, Qiang Wang, Pan Pan, Yun Zheng, Cheng Da, Siyang Sun, Yinghui Xu
Nowadays, live-stream and short video shopping in E-commerce have grown exponentially.
no code implementations • 9 Feb 2021 • Yanhao Zhang, Pan Pan, Yun Zheng, Kang Zhao, Yingya Zhang, Xiaofeng Ren, Rong Jin
We hope visual search at Alibaba becomes more widely incorporated into today's commercial applications.
no code implementations • 9 Feb 2021 • Yanhao Zhang, Pan Pan, Yun Zheng, Kang Zhao, Jianmin Wu, Yinghui Xu, Rong Jin
Benefiting from exploration of user click data, our networks are more effective to encode richer supervision and better distinguish real-shot images in terms of category and feature.
no code implementations • 9 Feb 2021 • Xiangzeng Zhou, Pan Pan, Yun Zheng, Yinghui Xu, Rong Jin
In this paper, we present a novel side information based large scale visual recognition co-training~(SICoT) system to deal with the long tail problem by leveraging the image related side information.
no code implementations • ECCV 2020 • Lele Cheng, Xiangzeng Zhou, Liming Zhao, Dangwei Li, Hong Shang, Yun Zheng, Pan Pan, Yinghui Xu
In many real-world datasets, like WebVision, the performance of DNN based classifier is often limited by the noisy labeled data.
no code implementations • 15 Jul 2020 • Hao Cheng, Bao-Hua Sun, Li-Hua Zhu, Tian-Xiao Li, Guang-Shuai Li, Cong-Bo Li, Xiao-Guang Wu, Yun Zheng
The LaBr$_3$(Ce) detector has attracted much attention in recent years for its superior characteristics to other scintillating materials in terms of resolution and efficiency.
Instrumentation and Detectors Nuclear Experiment