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CASIA OpenIR
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SgVA-CLIP: Semantic-Guided Visual Adapting of Vision-Language Models for Few-Shot Image Classification 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2024, 卷号: 26, 页码: 3469-3480
作者:  Peng, Fang;  Yang, Xiaoshan;  Xiao, Linhui;  Wang, Yaowei;  Xu, Changsheng
收藏  |  浏览/下载：7/0  |  提交时间：2024/07/03
Few-shot  image classification  vision-language models  
CLIP-VG: Self-Paced Curriculum Adapting of CLIP for Visual Grounding 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2024, 卷号: 26, 页码: 4334-4347
作者:  Xiao, Linhui;  Yang, Xiaoshan;  Peng, Fang;  Yan, Ming;  Wang, Yaowei;  Xu, Changsheng
收藏  |  浏览/下载：31/0  |  提交时间：2024/05/30
Grounding  Reliability  Adaptation models  Task analysis  Visualization  Data models  Annotations  Visual grounding  curriculum learning  pseudo-language label  and vision-language models  
Robust Video-Text Retrieval Via Noisy Pair Calibration 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2023, 卷号: 25, 页码: 8632-8645
作者:  Zhang, Huaiwen;  Yang, Yang;  Qi, Fan;  Qian, Shengsheng;  Xu, Changsheng
收藏  |  浏览/下载：62/0  |  提交时间：2024/02/22
Noise calibration  uncertainty  video text retrieval  
Emotion-Aware Music Driven Movie Montage 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2023, 卷号: 38, 期号: 3, 页码: 540-553
作者:  Liu, Wu-Qin;  Lin, Min-Xuan;  Huang, Hai-Bin;  Ma, Chong-Yang;  Song, Yu;  Dong, Wei-Ming;  Xu, Chang-Sheng
收藏  |  浏览/下载：138/0  |  提交时间：2023/12/21
movie montage  emotion analysis  audio-visual modality  contrastive learning  
Zero-Shot Predicate Prediction for Scene Graph Parsing 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2023, 卷号: 25, 页码: 3140-3153
作者:  Li, Yiming;  Yang, Xiaoshan;  Huang, Xuhui;  Ma, Zhe;  Xu, Changsheng
收藏  |  浏览/下载：168/0  |  提交时间：2023/11/17
Deep learning  zero-shot  scene graph  
Multi-Source Knowledge Reasoning Graph Network for Multi-Modal Commonsense Inference 期刊论文
ACM TRANSACTIONS ON MULTIMEDIA COMPUTING COMMUNICATIONS AND APPLICATIONS, 2023, 卷号: 19, 期号: 4, 页码: 17
作者:  Ma, Xuan;  Yang, Xiaoshan;  Xu, Changsheng
收藏  |  浏览/下载：106/0  |  提交时间：2023/11/17
Knowledge reasoning  multi-modal commonsense inference  graph neural network  
Debiased Video-Text Retrieval via Soft Positive Sample Calibration 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2023, 卷号: 33, 期号: 9, 页码: 5257-5270
作者:  Zhang, Huaiwen;  Yang, Yang;  Qi, Fan;  Qian, Shengsheng;  Xu, Changsheng
收藏  |  浏览/下载：100/0  |  提交时间：2023/11/16
debias  soft positive samples  
Understanding and Mitigating Overfitting in Prompt Tuning for Vision-Language Models 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2023, 卷号: 33, 期号: 9, 页码: 4616-4629
作者:  Ma, Chengcheng;  Liu, Yang;  Deng, Jiankang;  Xie, Lingxi;  Dong, Weiming;  Xu, Changsheng
Adobe PDF(1644Kb)  |  收藏  |  浏览/下载：167/26  |  提交时间：2023/11/16
Vision-language model  prompt tuning  over-fitting  subspace learning  gradient projection  
Self-supervised Calorie-aware Heterogeneous Graph Networks for Food Recommendation 期刊论文
ACM Transactions on Multimedia Computing, Communications, and Applications, 2023, 卷号: 19, 期号: 1s, 页码: 1-23
作者:  Song, Yaguang;  Yang, Xiaoshan;  Xu, Changsheng
Adobe PDF(1381Kb)  |  收藏  |  浏览/下载：218/67  |  提交时间：2023/06/12
Food recommendation  recipe calories  heterogeneous graph  selfsupervised learning  
Recovering Generalization via Pre-training-like Knowledge Distillation for Out-of-Distribution Visual Question Answering 期刊论文
IEEE Transactions on Multimedia, 2023, 卷号: 26, 页码: 1-15
作者:  Song, Yaguang;  Yang, Xiaoshan;  Wang, Yaowei;  Xu, Changsheng
Adobe PDF(2397Kb)  |  收藏  |  浏览/下载：201/50  |  提交时间：2023/06/12
Multi-modal Foundation Model  Out-of-Distribution Generalization  Visual Question Answering  Knowledge Distillation