Dr Chaitanya Kaul
- Research Fellow (School of Computing Science)
email:
Chaitanya.Kaul@glasgow.ac.uk
SAWB 320, School of Computing Science, 18 Lilybank Gardens, Glasgow, G12 8RZ
Research interests
Explainable AI
Privacy in AI
2D and 3D Medical Image Analysis
3D shape analysis
Publications
2024
Kaul, C., Mitchell, K. J. , Kassem, K., Tragakis, A., Kapitany, V., Starshynov, I. , Villa, F., Murray-Smith, R. and Faccio, D. (2024) AI-enabled sensor fusion of time-of-flight imaging and mmWave for concealed metal detection. Sensors, 24(18), 5865. (doi: 10.3390/s24185865)
Ruffle, J. K., Gray, R. J., Mohinta, S., Pombo, G., Kaul, C., Hyare, H., Rees, G. and Nachev, P. (2024) Computational limits to the legibility of the imaged human brain. NeuroImage, 291, 120600. (doi: 10.1016/j.neuroimage.2024.120600) (PMID:38569979)
Xu, S., Ge, X. , Kaul, C. and Murray-Smith, R. (2024) HpEIS: Learning Hand Pose Embeddings for Multimedia Interactive Systems. In: ICME 2024, Niagara Falls, ON, Canada, 15-19 July 2024, (Accepted for Publication)
Tragakis, A., Liu, Q., Kaul, C., Kumar Roy, S., Dai, H., Deligianni, F. , Murray-Smith, R. and Faccio, D. (2024) GLFNet: Global-Local (Frequency) Filter Networks for efficient Medical Image Segmentation. In: 21st IEEE International Symposium on Biomedical Imaging, Athens, Greece, 27-30 May 2024, (Accepted for Publication)
2023
Jegorova, M., Kaul, C., Mayor, C., O'Neil, A. Q., Weir, A., Murray-Smith, R. and Tsaftaris, S. A. (2023) Survey: Leakage and privacy at inference time. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(7), pp. 9090-9108. (doi: 10.1109/tpami.2022.3229593) (PMID:37015684)
Liu, Q., Kaul, C., Wang, J., Anagnostopoulos, C. , Murray-Smith, R. and Deligianni, F. (2023) Optimizing Vision Transformers for Medical Image Segmentation. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), Rhodes, Greece, 4-10 June 2023, ISBN 9781728163277 (doi: 10.1109/ICASSP49357.2023.10096379)
Mitchell, K. , Kassem, K., Kaul, C., Kapitany, V., Binner, P., Ramsay, A. , Faccio, D. and Murray-Smith, R. (2023) mmSense: Detecting Concealed Weapons with a Miniature Radar Sensor. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), Rhodes, Greece, 4-10 June 2023, ISBN 9781728163277 (doi: 10.1109/ICASSP49357.2023.10095884)
Xu, S., Kaul, C., Ge, X. and Murray-Smith, R. (2023) Continuous Interaction With a Smart Speaker via Low-Dimensional Embeddings of Dynamic Hand Pose. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), Rhodes, Greece, 4-10 June 2023, ISBN 9781728163277 (doi: 10.1109/ICASSP49357.2023.10096097)
Kaul, C., Mitton, J., Dai, H. and Murray-Smith, R. (2023) Convolutional Point Transformer. In: 16th Asian Conference on Computer Vision (ACCV2022), Macau SAR, China, 4-8 December 2022, pp. 308-324. ISBN 9783031270659 (doi: 10.1007/978-3-031-27066-6_22)
Tragakis, A., Kaul, C., Murray-Smith, R. and Husmeier, D. (2023) The Fully Convolutional Transformer for Medical Image Segmentation. In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV2023), Waikoloa, HI, USA, 03-07 Jan 2023, pp. 1022-1031. ISBN 9781665493468 (doi: 10.1109/WACV56688.2023.00365)
2021
Jia, Y., Kaul, C., Lawton, T., Murray-Smith, R. and Habli, I. (2021) Prediction of weaning from mechanical ventilation using Convolutional Neural Networks. Artificial Intelligence in Medicine, 117, 102087. (doi: 10.1016/j.artmed.2021.102087)
Kaul, C., Pears, N., Dai, H., Murray-Smith, R. and Manandhar, S. (2021) Focusnet++: attentive aggregated transformations for efficient and accurate medical image segmentation. In: IEEE 18th International Symposium on Biomedical Imaging (ISBI), Nice, France, 13-16 April 2021, pp. 1042-1046. ISBN 9781665412469 (doi: 10.1109/ISBI48211.2021.9433918)
Kaul, C., Pears, N., Dai, H., Murray-Smith, R. and Manandhar, S. (2021) Penalizing small errors using an Adaptive Logarithmic Loss. In: Del Bimbo, A., Cucchiara, R., Sclaroff, S., Farinella, G. M., Mei, T., Bertini, M., Escalante, H. J. and Vezzani, R. (eds.) Pattern Recognition. ICPR International Workshops and Challenges. Series: Lecture Notes in Computer Science, 12661. Springer: Cham, pp. 368-375. ISBN 9783030687632 (doi: 10.1007/978-3-030-68763-2_28)
Kaul, C., Pears, N. and Manandhar, S. (2021) FatNet: feature-attentive network for 3D point cloud processing. In: 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, 10-15 January 2021, pp. 7211-7218. ISBN 9781728188089 (doi: 10.1109/ICPR48806.2021.9412731)
2019
Kaul, C., Manandhar, S. and Pears, N. (2019) Focusnet: an attention-based fully convolutional network for medical image segmentation. In: IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019), Venice, Italy, 8-11 April 2019, pp. 455-458. ISBN 9781538636411 (doi: 10.1109/ISBI.2019.8759477)
Articles
Kaul, C., Mitchell, K. J. , Kassem, K., Tragakis, A., Kapitany, V., Starshynov, I. , Villa, F., Murray-Smith, R. and Faccio, D. (2024) AI-enabled sensor fusion of time-of-flight imaging and mmWave for concealed metal detection. Sensors, 24(18), 5865. (doi: 10.3390/s24185865)
Ruffle, J. K., Gray, R. J., Mohinta, S., Pombo, G., Kaul, C., Hyare, H., Rees, G. and Nachev, P. (2024) Computational limits to the legibility of the imaged human brain. NeuroImage, 291, 120600. (doi: 10.1016/j.neuroimage.2024.120600) (PMID:38569979)
Jegorova, M., Kaul, C., Mayor, C., O'Neil, A. Q., Weir, A., Murray-Smith, R. and Tsaftaris, S. A. (2023) Survey: Leakage and privacy at inference time. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(7), pp. 9090-9108. (doi: 10.1109/tpami.2022.3229593) (PMID:37015684)
Jia, Y., Kaul, C., Lawton, T., Murray-Smith, R. and Habli, I. (2021) Prediction of weaning from mechanical ventilation using Convolutional Neural Networks. Artificial Intelligence in Medicine, 117, 102087. (doi: 10.1016/j.artmed.2021.102087)
Book Sections
Kaul, C., Pears, N., Dai, H., Murray-Smith, R. and Manandhar, S. (2021) Penalizing small errors using an Adaptive Logarithmic Loss. In: Del Bimbo, A., Cucchiara, R., Sclaroff, S., Farinella, G. M., Mei, T., Bertini, M., Escalante, H. J. and Vezzani, R. (eds.) Pattern Recognition. ICPR International Workshops and Challenges. Series: Lecture Notes in Computer Science, 12661. Springer: Cham, pp. 368-375. ISBN 9783030687632 (doi: 10.1007/978-3-030-68763-2_28)
Conference Proceedings
Xu, S., Ge, X. , Kaul, C. and Murray-Smith, R. (2024) HpEIS: Learning Hand Pose Embeddings for Multimedia Interactive Systems. In: ICME 2024, Niagara Falls, ON, Canada, 15-19 July 2024, (Accepted for Publication)
Tragakis, A., Liu, Q., Kaul, C., Kumar Roy, S., Dai, H., Deligianni, F. , Murray-Smith, R. and Faccio, D. (2024) GLFNet: Global-Local (Frequency) Filter Networks for efficient Medical Image Segmentation. In: 21st IEEE International Symposium on Biomedical Imaging, Athens, Greece, 27-30 May 2024, (Accepted for Publication)
Liu, Q., Kaul, C., Wang, J., Anagnostopoulos, C. , Murray-Smith, R. and Deligianni, F. (2023) Optimizing Vision Transformers for Medical Image Segmentation. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), Rhodes, Greece, 4-10 June 2023, ISBN 9781728163277 (doi: 10.1109/ICASSP49357.2023.10096379)
Mitchell, K. , Kassem, K., Kaul, C., Kapitany, V., Binner, P., Ramsay, A. , Faccio, D. and Murray-Smith, R. (2023) mmSense: Detecting Concealed Weapons with a Miniature Radar Sensor. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), Rhodes, Greece, 4-10 June 2023, ISBN 9781728163277 (doi: 10.1109/ICASSP49357.2023.10095884)
Xu, S., Kaul, C., Ge, X. and Murray-Smith, R. (2023) Continuous Interaction With a Smart Speaker via Low-Dimensional Embeddings of Dynamic Hand Pose. In: IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), Rhodes, Greece, 4-10 June 2023, ISBN 9781728163277 (doi: 10.1109/ICASSP49357.2023.10096097)
Kaul, C., Mitton, J., Dai, H. and Murray-Smith, R. (2023) Convolutional Point Transformer. In: 16th Asian Conference on Computer Vision (ACCV2022), Macau SAR, China, 4-8 December 2022, pp. 308-324. ISBN 9783031270659 (doi: 10.1007/978-3-031-27066-6_22)
Tragakis, A., Kaul, C., Murray-Smith, R. and Husmeier, D. (2023) The Fully Convolutional Transformer for Medical Image Segmentation. In: IEEE/CVF Winter Conference on Applications of Computer Vision (WACV2023), Waikoloa, HI, USA, 03-07 Jan 2023, pp. 1022-1031. ISBN 9781665493468 (doi: 10.1109/WACV56688.2023.00365)
Kaul, C., Pears, N., Dai, H., Murray-Smith, R. and Manandhar, S. (2021) Focusnet++: attentive aggregated transformations for efficient and accurate medical image segmentation. In: IEEE 18th International Symposium on Biomedical Imaging (ISBI), Nice, France, 13-16 April 2021, pp. 1042-1046. ISBN 9781665412469 (doi: 10.1109/ISBI48211.2021.9433918)
Kaul, C., Pears, N. and Manandhar, S. (2021) FatNet: feature-attentive network for 3D point cloud processing. In: 25th International Conference on Pattern Recognition (ICPR), Milan, Italy, 10-15 January 2021, pp. 7211-7218. ISBN 9781728188089 (doi: 10.1109/ICPR48806.2021.9412731)
Kaul, C., Manandhar, S. and Pears, N. (2019) Focusnet: an attention-based fully convolutional network for medical image segmentation. In: IEEE 16th International Symposium on Biomedical Imaging (ISBI 2019), Venice, Italy, 8-11 April 2019, pp. 455-458. ISBN 9781538636411 (doi: 10.1109/ISBI.2019.8759477)
Supervision
- Ravindran, Anith
Techniques for Subtle Gestural Interaction Using Millimeter Wave Radar - Xu, Songpei
Machine learning and artificial assistants