Prof. LIU Kai (劉凱)
Research Output
- 2023
- Published
Deep Learning-based Animal Activity Recognition with Wearable Sensors: Overview, Challenges, and Future Directions
Mao, A., Huang, E., Wang, X. & Liu, K., Aug 2023, In: Computers and Electronics in Agriculture. 211, 108043.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 38 - Published
Counting piglet suckling events using deep learning-based action density estimation
Gan, H., Guo, J., Liu, K., Deng, X., Zhou, H., Luo, D. & Chen, S. & 2 others, , Jul 2023, In: Computers and Electronics in Agriculture. 210, 107877.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 6 - Published
Occlusion-Resistant instance segmentation of piglets in farrowing pens using center clustering network
Huang, E., Mao, A., Hou, J., Wu, Y., Xu, W., Ceballos, M. C. & Parsons, T. D. & 1 others, , Jul 2023, In: Computers and Electronics in Agriculture. 210, 107950.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 7 - Published
A semi-supervised generative adversarial network for amodal instance segmentation of piglets in farrowing pens
Huang, E., He, Z., Mao, A., Ceballos, M. C., Parsons, T. D. & Liu, K., Jun 2023, In: Computers and Electronics in Agriculture. 209, 107839.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 7 - Published
Robust animal activity recognition using wearable sensors: A correlation distillation-based information recovery method toward data having low sampling rates
Mao, A. X., Huang, E. D., Zhu, M. L. & Liu, K., 24 May 2023, The U.S. Precision Livestock Farming 2023: Conference Proceedings of the 2nd U.S. Precision Livestock Farming Conference. ZHAO, Y., BERCKMANS, D., GAN, H., RAMIREZ, B., SIEGFORD, J. & WANG-LI, L. (eds.). The Proceedings Committee of the 2nd U.S. Precision Livestock Farming Conference, p. 416-423Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- Published
Occlusion-resistant locomotion analysis of piglets using amodal instance segmentation
Gan, H., Mao, A., Sze, C. N., Huang, E., Ceballos, M. C., Parsons, T. D. & Liu, K., 22 May 2023, The U.S. Precision Livestock Farming 2023: Conference Proceedings of the 2nd U.S. Precision Livestock Farming Conference. ZHAO, Y., BERCKMANS, D., GAN, H., RAMIREZ, B., SIEGFORD, J. & WANG-LI, L. (eds.). The Proceedings Committee of the 2nd U.S. Precision Livestock Farming Conference, p. 78-84Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- Published
Demo Abstract: A Novel Firmware Update Over-The-Air System for LoRa Networks
Sun, Z., Ni, T., Yang, H., Liu, K., Zhang, Y., Gu, T. & Xu, W., May 2023, IPSN '23: Proceedings of the 22nd International Conference on Information Processing in Sensor Networks. Association for Computing Machinery (ACM), p. 362–363Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- Published
FLoRa: Energy-Efficient, Reliable, and Beamforming-Assisted Over-The-Air Firmware Update in LoRa Networks
Sun, Z., Ni, T., Yang, H., Liu, K., Zhang, Y., Gu, T. & Xu, W., May 2023, IPSN '23: Proceedings of the 22nd International Conference on Information Processing in Sensor Networks. Association for Computing Machinery (ACM), p. 14–26Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Scopus citations: 17 - 2022
- Published
Recent Advances in LoRa: A Comprehensive Survey
SUN, Z., YANG, H., LIU, K., YIN, Z., LI, Z. & XU, W., Nov 2022, In: ACM Transactions on Sensor Networks. 18, 4, 67.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 66 - Published
Uniting farms: Federated learning for sensor-based animal activity recognition
MAO, A., HUANG, E., GAN, H. & LIU, K., 30 Aug 2022.Research output: Conference Papers › RGC 32 - Refereed conference paper (without host publication) › peer-review
- Published
Automated detection and analysis of piglet suckling behaviour using high-accuracy amodal instance segmentation
Gan, H., Ou, M., Li, C., Wang, X., Guo, J., Mao, A. & Ceballos, M. C. & 3 others, , Aug 2022, In: Computers and Electronics in Agriculture. 199, 107162.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 21 - Published
FedAAR: A Novel Federated Learning Framework for Animal Activity Recognition with Wearable Sensors
Mao, A., Huang, E., Gan, H. & Liu, K., Aug 2022, In: Animals. 12, 16, 2142.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 14 - Published
Occlusion-Resistant Spatial Analysis of Pig Distribution Pattern in Farrowing Pens Using Center Clustering Network
Huang, E., Mao, A., Gan, H. & Liu, K., Aug 2022.Research output: Conference Papers › RGC 32 - Refereed conference paper (without host publication) › peer-review
- Published
Automated identification of chicken distress vocalisations using deep learning models
Mao, A., Giraudet, C. S. E., Liu, K., De Almeida Nolasco, I., Xie, Z., Xie, Z. & Gao, Y. & 4 others, , Jun 2022, In: Journal of the Royal Society Interface. 19, 191, 20210921.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 22 - Published
Short-wavelength light induces broiler’s behavioral and physiological syndrome through a misaligned eating rhythm
Yang, Y., Liu, Q., Wang, S., Zeng, L., Pan, C., Jado, A. & Elhadidi, Y. & 2 others, , May 2022, In: International Journal of Agricultural and Biological Engineering. 15, 3, p. 47–54Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 1 - Published
Spatiotemporal graph convolutional network for automated detection and analysis of social behaviours among pre-weaning piglets
Gan, H., Xu, C., Hou, W., Guo, J., Liu, K. & Xue, Y., May 2022, In: Biosystems Engineering. 217, p. 102-114Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 19 - Published
Are children and dogs best friends? A scoping review to explore the positive and negative effects of child-dog interactions
Giraudet, C. S. E., Liu, K., McElligott, A. G. & Cobb, M., 2022, In: PeerJ. 10, e14532.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 18 - 2021
- Published
A Key Frame Selection Method for Creating Deep Learning Training Set in Animal Research Involving Time-Series Video Data
Huang, E., Mao, A., Gan, H. & Liu, K., Oct 2021, Animal Environment and Welfare - Proceedings of International Symposium. Ni, J.-Q., Wang-Li, L. & Wang, C. (eds.). International Research Center for Animal Environment and Welfare, p. 287-294Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
- Published
Center clustering network improves piglet counting under occlusion
Huang, E., Mao, A., Gan, H., Ceballos, M. C., Parsons, T. D., Xue, Y. & Liu, K., Oct 2021, In: Computers and Electronics in Agriculture. 189, 106417.Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review
Scopus citations: 24 - Published
Cross-modality Interaction Network for Equine Activity Recognition Using Time-Series Motion Data
Mao, A., Huang, E., Xu, W. & Liu, K., Oct 2021, Animal Environment and Welfare - Proceedings of International Symposium. Ni, J.-Q., Wang-Li, L. & Wang, C. (eds.). International Research Center for Animal Environment and Welfare, p. 269-276Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review