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2026

Journal Article

On learning denoisable student logits

Chen, Diqi, Li, Yang, Liu, Jiajun, Kusy, Brano, Zhou, Jun and Gao, Yongsheng (2026). On learning denoisable student logits. Pattern Recognition, 179 113684, 113684-179. doi: 10.1016/j.patcog.2026.113684

On learning denoisable student logits

2026

Journal Article

Video-Seer: a hierarchical scene selection and multi-view analysis approach for zero-shot video question answering

Huang, Chenglei, Zhu, Jia, Li, Zilong, Guo, Hanghui, Liu, Jiajun, De Meo, Pasquale and Shi, Weijie (2026). Video-Seer: a hierarchical scene selection and multi-view analysis approach for zero-shot video question answering. IEEE Transactions on Multimedia. doi: 10.1109/TMM.2026.3673555

Video-Seer: a hierarchical scene selection and multi-view analysis approach for zero-shot video question answering

2026

Journal Article

Seagrass species classification using random forest and U-Net models on multiple satellite images taken at various times and places

Thammasanya, Thunchanok, Chotikarn, Ponlachart, Liu, Jiajun, Kaewthongrach, Rungnapa, Moukomla, Sitthisak, Pongpiachan, Siwatt, Aobpaet, Anuphao, Vannametee, Ekkamol, Niammuad, Damrongrit, Charuchittipan, Doojdao, Choomkong, Apichat, Chidburee, Polpreecha, Chanket, Urawan, Bamroongrugsa, Noparat, Somboonsuke, Buncha and Sinutok, Sutinee (2026). Seagrass species classification using random forest and U-Net models on multiple satellite images taken at various times and places. International Journal of Remote Sensing, 1-20. doi: 10.1080/01431161.2026.2636792

Seagrass species classification using random forest and U-Net models on multiple satellite images taken at various times and places

2026

Journal Article

Understanding the Effects of Projectors in Knowledge Distillation

Chen, Yudong, Wang, Sen, Liu, Jiajun, Xu, Xuwei, Hoog, Frank de, Kusy, Brano and Huang, Zi (2026). Understanding the Effects of Projectors in Knowledge Distillation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1-16. doi: 10.1109/tpami.2026.3677028

Understanding the Effects of Projectors in Knowledge Distillation

2026

Journal Article

DFedDG2: Distribution Guided Gossip Based Generalizable and Communication Efficient Decentralized Federated Learning

Pal, Biprodip, Funiak, Stano, Liu, Jiajun, Moghadam, Peyman, Islam, Md. Saiful and Liew, Alan Wee-Chung (2026). DFedDG2: Distribution Guided Gossip Based Generalizable and Communication Efficient Decentralized Federated Learning. IEEE Internet of Things Journal, 1-1. doi: 10.1109/jiot.2026.3667408

DFedDG2: Distribution Guided Gossip Based Generalizable and Communication Efficient Decentralized Federated Learning

2025

Journal Article

SATE: efficient knowledge distillation with implicit student-aware teacher ensembles

Chen, Diqi, Li, Yang, Liu, Jiajun, Zhou, Jun and Gao, Yongsheng (2025). SATE: efficient knowledge distillation with implicit student-aware teacher ensembles. Pattern Recognition, 172 112355, 112355. doi: 10.1016/j.patcog.2025.112355

SATE: efficient knowledge distillation with implicit student-aware teacher ensembles

2024

Journal Article

Optimized Edge Node Allocation Considering User Delay Tolerance for Cost Reduction

Zhang, Xiaoyu, Huang, Shixun, Dong, Hai, Bao, Zhifeng, Liu, Jiajun and Yi, Xun (2024). Optimized Edge Node Allocation Considering User Delay Tolerance for Cost Reduction. IEEE Transactions on Services Computing, 17 (6), 4055-4068. doi: 10.1109/tsc.2024.3486174

Optimized Edge Node Allocation Considering User Delay Tolerance for Cost Reduction

2022

Journal Article

AP-GAN: Adversarial patch attack on content-based image retrieval systems

Zhao, Guoping, Zhang, Mingyu, Liu, Jiajun, Li, Yaxian and Wen, Ji-Rong (2022). AP-GAN: Adversarial patch attack on content-based image retrieval systems. GeoInformatica, 26 (2), 347-377. doi: 10.1007/s10707-020-00418-7

AP-GAN: Adversarial patch attack on content-based image retrieval systems

2021

Journal Article

Pyramid regional graph representation learning for content-based video retrieval

Zhao, Guoping, Zhang, Mingyu, Li, Yaxian, Liu, Jiajun, Zhang, Bingqing and Wen, Ji-Rong (2021). Pyramid regional graph representation learning for content-based video retrieval. Information Processing and Management, 58 (3) 102488, 3. doi: 10.1016/j.ipm.2020.102488

Pyramid regional graph representation learning for content-based video retrieval

2021

Journal Article

Guided Generative Adversarial Neural Network for Representation Learning and Audio Generation Using Fewer Labelled Audio Data

Haque, Kazi Nazmul, Rana, Rajib, Liu, Jiajun, Hansen, John, Cummins, Nicholas, Busso, Carlos and Schuller, Bjorn (2021). Guided Generative Adversarial Neural Network for Representation Learning and Audio Generation Using Fewer Labelled Audio Data. IEEE/ACM Transactions on Audio Speech and Language Processing, 29 9492807, 2575-2590. doi: 10.1109/TASLP.2021.3098764

Guided Generative Adversarial Neural Network for Representation Learning and Audio Generation Using Fewer Labelled Audio Data

2020

Journal Article

Geosocial Co-Clustering

Kim, Jungeun, Lee, Jae-Gil, Lee, Byung Suk and Liu, Jiajun (2020). Geosocial Co-Clustering. ACM Transactions on Intelligent Systems and Technology, 11 (4) 3391708, 4. doi: 10.1145/3391708

Geosocial Co-Clustering

2020

Journal Article

Energy- And Mobility-Aware Scheduling for Perpetual Trajectory Tracking

Sommer, Philipp, Geissdoerfer, Kai, Jurdak, Raja, Kusy, Branislav, Liu, Jiajun, Zhao, Kun, Mckeown, Adam and Westcott, David (2020). Energy- And Mobility-Aware Scheduling for Perpetual Trajectory Tracking. IEEE Transactions on Mobile Computing, 19 (3) 8634931, 566-580. doi: 10.1109/TMC.2019.2895336

Energy- And Mobility-Aware Scheduling for Perpetual Trajectory Tracking

2020

Journal Article

Real-time Interactive Analysis on Big Data 大数据实时交互式分析

Yuan, Zhe, Wen, Ji-Rong, Wei, Zhe-Wei, Liu, Jia-Jun, Yao, Bin and Zheng, Kai (2020). Real-time Interactive Analysis on Big Data 大数据实时交互式分析. Ruan Jian Xue Bao/Journal of Software, 31 (1), 162-182. doi: 10.13328/j.cnki.jos.005886

Real-time Interactive Analysis on Big Data 大数据实时交互式分析

2018

Journal Article

A deep cascade of neural networks for image inpainting, deblurring and denoising

Zhao, Guoping, Liu, Jiajun, Jiang, Jiacheng and Wang, Weiying (2018). A deep cascade of neural networks for image inpainting, deblurring and denoising. Multimedia Tools and Applications, 77 (22), 29589-29604. doi: 10.1007/s11042-017-5320-7

A deep cascade of neural networks for image inpainting, deblurring and denoising

2018

Journal Article

Nationalism on Weibo: Towards a Multifaceted Understanding of Chinese Nationalism

Zhang, Yinxian, Liu, Jiajun and Wen, Ji-Rong (2018). Nationalism on Weibo: Towards a Multifaceted Understanding of Chinese Nationalism. China Quarterly, 235, 758-783. doi: 10.1017/S0305741018000863

Nationalism on Weibo: Towards a Multifaceted Understanding of Chinese Nationalism

2017

Journal Article

Learning in high-dimensional multimedia data: the state of the art

Gao, Lianli, Song, Jingkuan, Liu, Xingyi, Shao, Junming, Liu, Jiajun and Shao, Jie (2017). Learning in high-dimensional multimedia data: the state of the art. Multimedia Systems, 23 (3), 303-313. doi: 10.1007/s00530-015-0494-1

Learning in high-dimensional multimedia data: the state of the art

2016

Journal Article

Prediction-based Unobstructed Route Planning

Shang, Shuo, Guo, Danhuai, Liu, Jiajun and Wen, Ji-Rong (2016). Prediction-based Unobstructed Route Planning. Neurocomputing, 213, 147-154. doi: 10.1016/j.neucom.2016.02.085

Prediction-based Unobstructed Route Planning

2016

Journal Article

From the lab into the wild: Design and deployment methods for multi-modal tracking platforms

Sommer, Philipp, Kusy, Branislav, Jurdak, Raja, Kottege, Navinda, Liu, Jiajun, Zhao, Kun, McKeown, Adam and Westcott, David (2016). From the lab into the wild: Design and deployment methods for multi-modal tracking platforms. Pervasive and Mobile Computing, 30, 1-17. doi: 10.1016/j.pmcj.2015.09.003

From the lab into the wild: Design and deployment methods for multi-modal tracking platforms

2016

Journal Article

A Novel Framework for Online Amnesic Trajectory Compression in Resource-Constrained Environments

Liu, Jiajun, Zhao, Kun, Sommer, Philipp, Shang, Shuo, Kusy, Brano, Lee, Jae-Gil and Jurdak, Raja (2016). A Novel Framework for Online Amnesic Trajectory Compression in Resource-Constrained Environments. IEEE Transactions on Knowledge and Data Engineering, 28 (11) 7542198, 2827-2841. doi: 10.1109/TKDE.2016.2598171

A Novel Framework for Online Amnesic Trajectory Compression in Resource-Constrained Environments

2015

Journal Article

Understanding human mobility from Twitter

Jurdak, Raja, Zhao, Kun, Liu, Jiajun, AbouJaoude, Maurice, Cameron, Mark and Newth, David (2015). Understanding human mobility from Twitter. PLoS ONE, 10 (7) e0131469. doi: 10.1371/journal.pone.0131469

Understanding human mobility from Twitter