Multimedia Computing and Multimodal Intelligent
Leader: Shuqiang Jiang (Professor)
Email: sqjiang [at] ict.ac.cn
Introduction of research group
Papers

Journal Papers

  • Qizheng Wang, Meiyi Yao, Xinhang Song, et al.. Automated Segmentation and Classification of Knee Synovitis Based on MRI Using Deep Learning. Academic Radiology, 2023.
  • Weiqing Min, Zhiling Wang, Yuxin Liu, Mengjiang Luo, Liping Kang, Xiaoming Wei, Xiaolin Wei, Shuqiang Jiang*. Large Scale Visual Food Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), Vol. 45, No. 8, pp. 9932 - 9949, Aug. 2023.
  • Yongqing Zhu, Xiangyang Li, Mao Zheng, Jiahao Yang, Zihan Wang, Xiaoqian Guo, Zifeng Chai, Yuchen Yuan, Shuqiang Jiang. Focus and Align: Learning Tube Tokens for Video-Language Pre-training. IEEE Transactions on Multimedia (TMM), Vol. 25, pp. 8036 - 8050, 2023.
  • Xiaoqian Guo, Xiangyang Li, Yaowei Wang, Shuqiang Jiang. TransWeaver: Weave Image Pairs for Class Agnostic Common Object Detection. IEEE Transactions on Image Processing (TIP), vol. 32, pp. 2947-2959, 2023.
  • Weiqing Min, Chunlin Liu, Leyi Xu and Shuqiang Jiang. Applications of knowledge graphs for the food science and industry. Patterns (Cell Press), 3(5): 100484 (2022)
  • 闵巍庆, 刘林虎, 刘宇昕, 罗梦江, 蒋树强. 食品图像识别方法综述. 计算机学报, 45(3): 542-566, 2022.
  • 刘宇昕,闵巍庆,蒋树强,芮勇. 多尺度拼图重构网络的食品图像识别. 软件学报, 33(11): 1-17, 2022.
  • Haitao Zeng, Xinhang Song, Gongwei Chen, Shuqiang Jiang. Amorphous Region Context Modeling for Scene Recognition. IEEE Transactions on Multimedia, 24: 141-151, 2022.
  • Zhiling Wang, Weiqing Min, Zhuo Li, Liping Kang, Xiaoming Wei, Xiaolin Wei, Shuqiang Jiang. Ingredient-Guided Region Discovery and Relationship Modeling for Food Category-Ingredient Prediction. IEEE Transactions on Image Processing (TIP), 31: 5214-5226, 2022.
  • Yaohui Zhu, Weiqing Min and Shuqiang Jiang. Attribute-Guided Feature Learning for Few-Shot Image Recognition. IEEE Transactions on Multimedia (TMM), 23: 1200-1209, 2021.
  • Shuqiang Jiang, Weiqing Min, Linhu Liu, Zhengdong Luo, \"Multi-Scale Multi-View Deep Feature Aggregation for Food Recognition,\" IEEE Trans. on Image Processing, 29(1): 265-276, 2020.
  • Xinhang Song, Shuqiang Jiang, Bohan Wang, Chengpeng Chen, Gongwei Chen, "Image Representations with Spatial Object-to-Object Relations for RGB-D Scene Recognition," IEEE Transactions on Image Processing (TIP), vol.29, pp.525-537, 2020.
  • Xiangyang Li, Luis Herranz, Shuqiang Jiang. Multifaceted Analysis of Fine-Tuning in a Deep Model for Visual Recognition[J]. ACM Transactions on Data Science (ACM TDS), vol. 1, no. 1, pp. 4:1-4:22, 2020.
  • Shuqiang Jiang, Weiqing Min, Yongqiang Lyu, Linhu Liu, "Few-Shot Food Recognition via Multi-View Representation Learning," ACM Transactions on Multimedia Computing, Communications and Applications, vol.16, no.3, pp.87:1-87:20, 2020.
  • Weiqing Min, Shuhuan Mei, Zhuo Li and Shuqiang Jiang, "A Two-Stage Triplet Network Training Framework for Image Retrieval," IEEE Trans. Multim. 22(12): 3128-3138 (2020)
  • Weiqing Min, Shuhuan Mei, Linhu Liu, Yi Wang, and Shuqiang Jiang, "Multi-Task Deep Relative Attribute Learning for Visual Urban Perception," IEEE Trans. on Image Processing, 29(1): 657-669, 2020.
  • Gongwei Chen, Xinhang Song, Haitao Zeng, Shuqiang Jiang, \"Scene Recognition With Prototype-Agnostic Scene Layout,\" IEEE Transactions on Image Processing (TIP), vol.29, pp.5877-5888, 2020.
  • Chengpeng Chen, Weiqing Min, Xue Li, Shuqiang Jiang, \"Hybrid incremental learning of new data and new classes for hand-held object recognition,\" Journal of Visual Communication and Image Representation(JVCI), 58: 138-148, 2019
  • Xinhang Song, Shuqiang Jiang, Luis Herranz, Chengpeng Chen, "Learning Effective RGB-D Representations for Scene Recognition," IEEE Transactions on Image Processing (TIP), Vol. 28, No. 2, pp. 980-993, February 2019.
  • Xiangyang Li, Shuqiang Jiang, “Know More Say Less: Image Captioning Based on Scene Graphs,” IEEE Transactions on Multimedia (TMM), vol.21, no.8, pp.2117-2130, Aug.2019.

Conference Papers

  • Zihan Wang, Xiangyang Li, Jiahao Yang, Yeqi Liu, Junjie Hu, Ming Jiang, Shuqiang Jiang. Lookahead Exploration with Neural Radiance Representation for Continuous Vision-Language Navigation. IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 13753-13762, Seattle WA, USA, Jun. 17-21, 2024.
  • Yuyi Liu, Xinhang Song, Weijie Li, Xiaohan Wang, Shuqiang Jiang. A Category Agnostic Model for Visual Rearrangement. IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 16457-16466, Seattle WA, USA, Jun. 17-21, 2024.
  • Sixian Zhang, Xinyao Yu, Xinhang Song, Xiaohan Wang, Shuqiang Jiang. Imagine Before Go: Self-Supervised Generative Map for Object Goal Navigation. IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 16414-16425, Seattle WA, USA, Jun. 17-21, 2024.
  • Xiaohan Wang, Yuehu Liu, Xinhang Song, Beibei Wang, Shuqiang Jiang. CaMP: Causal Multi-policy Planning for Interactive Navigation in Multi-room Scenes. Annual Conference on Neural Information Processing Systems (NeurIPS), New Orleans, LA, Dec. 10-16, 2023.
  • Jiajun Song, Zhuo Li, Weiqing Min, Shuqiang Jiang. Towards Food Image Retrieval via Generalization-oriented Sampling and Loss Function Design, ACM Transactions on Multimedia Computing, Communications and Applications, Vol. 20, No. 1, pp. 1-19, 2023.
  • Sujuan Hou, Jiacheng Li, Weiqing Min, Qiang Hou, Yanna Zhao, Yuanjie Zheng, Shuqiang Jiang. Deep Learning for Logo Detection: A Survey, ACM Transactions on Multimedia Computing, Communications and Applications, Vol. 20, No. 3, pp. 1-23, 2023.
  • Tianyu Zhang, Weiqing Min, Xinyang Han, Shuqiang Jiang. A Survey on Future Action Anticipation in Videos. CHINESE JOURNAL OF COMPUTERS, Vol. 46, No. 6, pp: 1315-1338, 2023.
  • Weiqing Min, Zhiling Wang, Jiahao Yang, Chunlin Liu, Shuqiang Jiang. Vision-based fruit recognition via multi-scale attention CNN. Computers and Electronics in Agriculture, Vol. 210, 2023.
  • Wenjing Shao, Weiqing Min, Sujuan Hou, Mengjiang Luo, Tianhao Li and Yuanjie Zheng and Shuqiang Jiang. Vision-based Food Nutrition Estimation via RGB-D Fusion Network. Food Chemistry, Vol. 424, 2023.
  • Tianhao Li, Wensong Wei, Weiqing Min, Shujuan Xing, Chunjiang Zhang, Shuqiang Jiang. Deep Learning-based Near-infrared Hyperspedtral Imaging for Food Nutrition Estimation. Foods, Vol. 12, No 17, pp. 3145, 2023.
  • Xinhang Song, Chenlong Liu, Haitao Zeng, Yaohui Zhu, Gongwei Chen, Xiaorong Qin, Shuqiang Jiang: Composite Object Relation Modeling for Few-Shot Scene Recognition. IEEE Transactions on Image Processing (TIP), Vol. 32, pp. 5678-5691, 2023.
  • Mengjiang Luo, Weiqing Min, Zhiling Wang, Jiajun Song, Shuqiang Jiang. Ingredient Prediction via Context Learning Network with Class-Adaptive Asymmetric Loss. IEEE Transaction on Image Processing, Vol. 32, pp. 5509-5523, 2023.
  • Jiahao Yang, Xiangyang Li, Mao Zheng, Zihan Wang, Yongqing Zhu, Xiaoqian Guo, Yuchen Yuan, Zifeng Chai, Shuqiang Jiang. MemBridge: Video-Language Pre-training with Memory-Augmented Inter-Modality Bridge. IEEE Transactions on Image Processing (TIP), vol. 32, pp. 4073-4087, 2023.
  • Haitao Zeng, Xinhang Song, Shuqiang Jiang: Multi-Object Navigation Using Potential Target Position Policy Function. IEEE Transactions on Image Processing (TIP), Vol. 32, pp. 2608-2619, 2023.
  • Xiaohan Wang, Yuehu Liu, Xinhang Song, Beibei Wang, Shuqiang Jiang: Generating Explanations for Embodied Action Decision from Visual Observation. Proceedings of the 31st ACM International Conference on Multimedia, pp. 2838-2846, Ottawa, Canada, 2023.
  • Xiaorong Qin, Xinhang Song, Shuqiang Jiang. Bi-level Meta-learning for Few-shot Domain Generalization. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 15900-15910, Vancouver, Canada, Jun. 18-22, 2023.
  • Sixian Zhang, Xinhang Song, Weijie Li, Yubing Bai, Xinyao Yu, Shuqiang Jiang. Layout-Based Causal Inference for Object Navigation. IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp. 10792-10802, Vancouver, Canada, Jun. 18-22, 2023.
  • Sixian Zhang, Weijie Li, Xinhang Song, Yubing Bai, Shuqiang Jiang. Generative Meta-Adversarial Network for Unseen Object Navigation. Proceedings of the 17th European Conference on Computer Vision (ECCV), vol. 39, pp. 301-320, Oct. 23-27, 2022, Tel Aviv, Isreal / Cyberspace.
  • Zhuo Li, Weiqing Min, Jiajun Song, Yaohui Zhu, Liping Kang, Xiaoming Wei, Xiaolin Wei, Shuqiang Jiang. Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough. AAAI Conference on Artificial Intelligence (AAAI), 36(2): 1518-1526, 2022.
  • Zhuo Li, Weiqing Min, Jiajun Song, Yaohui Zhu, Liping Kang, Xiaoming Wei, Xiaolin Wei and Shuqiang Jiang. Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones is Enough. AAAI Conference on Artificial Intelligence (AAAI), 2022. (Accepted)