Dr Chaitanya Kaul
- Lecturer in Artificial Intelligence / Machine Learning (School of Computing Science)
Research interests
Explainable AI
Privacy in AI
2D and 3D Medical Image Analysis
3D shape analysis
Publications
2025
Tragakis, Athanasios, Kaul, Chaitanya, Mitchell, Kevin J. ORCID: https://orcid.org/0009-0005-3433-7167, Dai, Hang, Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962 and Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X
(2025)
IGAF: Incremental Guided Attention Fusion for depth super-resolution.
Sensors, 25(1),
24.
(doi: 10.3390/s25010024)
(PMID:39796813)
(PMCID:PMC11723017)
2024
Tragakis, Athanasios, Aversa, Marco, Kaul, Chaitanya, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X
(2024)
Is One GPU Enough? Pushing Image Generation at Higher-Resolutions with Foundation Models.
In: 38th Annual Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, Canada, 10-15 Dec 2024,
(Accepted for Publication)
Kaul, Chaitanya, Mitchell, Kevin J. ORCID: https://orcid.org/0009-0005-3433-7167, Kassem, Khaled, Tragakis, Athanasios, Kapitany, Valentin, Starshynov, Ilya
ORCID: https://orcid.org/0000-0002-6656-9123, Villa, Federica, Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962 and Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X
(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, James K., Gray, Robert J., Mohinta, Samia, Pombo, Guilherme, Kaul, Chaitanya, Hyare, Harpreet, Rees, Geraint and Nachev, Parashkev (2024) Computational limits to the legibility of the imaged human brain. NeuroImage, 291, 120600. (doi: 10.1016/j.neuroimage.2024.120600) (PMID:38569979)
Xu, Songpei, Ge, Xuri ORCID: https://orcid.org/0000-0002-3925-4951, Kaul, Chaitanya and Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962
(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, Athanasios, Liu, Qianying, Kaul, Chaitanya, Kumar Roy, Swalpa, Dai, Hang, Deligianni, Fani ORCID: https://orcid.org/0000-0003-1306-5017, Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962 and Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X
(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, Marija, Kaul, Chaitanya, Mayor, Charlie, O'Neil, Alison Q., Weir, Alexander, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Tsaftaris, Sotirios 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, Qianying, Kaul, Chaitanya, Wang, Jun, Anagnostopoulos, Christos ORCID: https://orcid.org/0000-0003-1517-6757, Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962 and Deligianni, Fani
ORCID: https://orcid.org/0000-0003-1306-5017
(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, Kevin ORCID: https://orcid.org/0009-0005-3433-7167, Kassem, Khaled, Kaul, Chaitanya, Kapitany, Valentin, Binner, Philip, Ramsay, Andrew
ORCID: https://orcid.org/0000-0002-1451-8973, Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X and Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962
(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, Songpei, Kaul, Chaitanya, Ge, Xuri ORCID: https://orcid.org/0000-0002-3925-4951 and Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962
(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, Chaitanya, Mitton, Joshua, Dai, Hang and Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962
(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, Athanasios, Kaul, Chaitanya, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Husmeier, Dirk
ORCID: https://orcid.org/0000-0003-1673-7413
(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, Yan, Kaul, Chaitanya, Lawton, Tom, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Habli, Ibrahim
(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, Chaitanya, Pears, Nick, Dai, Hang, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Manandhar, Suresh
(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, Chaitanya, Pears, Nick, Dai, Hang, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Manandhar, Suresh
(2021)
Penalizing small errors using an Adaptive Logarithmic Loss.
In: Del Bimbo, Alberto, Cucchiara, Rita, Sclaroff, Stan, Farinella, Giovanni Maria, Mei, Tao, Bertini, Marco, Escalante, Hugo Jair and Vezzani, Roberto (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, Chaitanya, Pears, Nick and Manandhar, Suresh (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, Chaitanya, Manandhar, Suresh and Pears, Nick (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
Tragakis, Athanasios, Kaul, Chaitanya, Mitchell, Kevin J. ORCID: https://orcid.org/0009-0005-3433-7167, Dai, Hang, Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962 and Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X
(2025)
IGAF: Incremental Guided Attention Fusion for depth super-resolution.
Sensors, 25(1),
24.
(doi: 10.3390/s25010024)
(PMID:39796813)
(PMCID:PMC11723017)
Kaul, Chaitanya, Mitchell, Kevin J. ORCID: https://orcid.org/0009-0005-3433-7167, Kassem, Khaled, Tragakis, Athanasios, Kapitany, Valentin, Starshynov, Ilya
ORCID: https://orcid.org/0000-0002-6656-9123, Villa, Federica, Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962 and Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X
(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, James K., Gray, Robert J., Mohinta, Samia, Pombo, Guilherme, Kaul, Chaitanya, Hyare, Harpreet, Rees, Geraint and Nachev, Parashkev (2024) Computational limits to the legibility of the imaged human brain. NeuroImage, 291, 120600. (doi: 10.1016/j.neuroimage.2024.120600) (PMID:38569979)
Jegorova, Marija, Kaul, Chaitanya, Mayor, Charlie, O'Neil, Alison Q., Weir, Alexander, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Tsaftaris, Sotirios 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, Yan, Kaul, Chaitanya, Lawton, Tom, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Habli, Ibrahim
(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, Chaitanya, Pears, Nick, Dai, Hang, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Manandhar, Suresh
(2021)
Penalizing small errors using an Adaptive Logarithmic Loss.
In: Del Bimbo, Alberto, Cucchiara, Rita, Sclaroff, Stan, Farinella, Giovanni Maria, Mei, Tao, Bertini, Marco, Escalante, Hugo Jair and Vezzani, Roberto (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
Tragakis, Athanasios, Aversa, Marco, Kaul, Chaitanya, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X
(2024)
Is One GPU Enough? Pushing Image Generation at Higher-Resolutions with Foundation Models.
In: 38th Annual Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, Canada, 10-15 Dec 2024,
(Accepted for Publication)
Xu, Songpei, Ge, Xuri ORCID: https://orcid.org/0000-0002-3925-4951, Kaul, Chaitanya and Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962
(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, Athanasios, Liu, Qianying, Kaul, Chaitanya, Kumar Roy, Swalpa, Dai, Hang, Deligianni, Fani ORCID: https://orcid.org/0000-0003-1306-5017, Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962 and Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X
(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, Qianying, Kaul, Chaitanya, Wang, Jun, Anagnostopoulos, Christos ORCID: https://orcid.org/0000-0003-1517-6757, Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962 and Deligianni, Fani
ORCID: https://orcid.org/0000-0003-1306-5017
(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, Kevin ORCID: https://orcid.org/0009-0005-3433-7167, Kassem, Khaled, Kaul, Chaitanya, Kapitany, Valentin, Binner, Philip, Ramsay, Andrew
ORCID: https://orcid.org/0000-0002-1451-8973, Faccio, Daniele
ORCID: https://orcid.org/0000-0001-8397-334X and Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962
(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, Songpei, Kaul, Chaitanya, Ge, Xuri ORCID: https://orcid.org/0000-0002-3925-4951 and Murray-Smith, Roderick
ORCID: https://orcid.org/0000-0003-4228-7962
(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, Chaitanya, Mitton, Joshua, Dai, Hang and Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962
(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, Athanasios, Kaul, Chaitanya, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Husmeier, Dirk
ORCID: https://orcid.org/0000-0003-1673-7413
(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, Chaitanya, Pears, Nick, Dai, Hang, Murray-Smith, Roderick ORCID: https://orcid.org/0000-0003-4228-7962 and Manandhar, Suresh
(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, Chaitanya, Pears, Nick and Manandhar, Suresh (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, Chaitanya, Manandhar, Suresh and Pears, Nick (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
- Xu, Songpei
Learning low-dimensional latent spaces for hand-pose interaction systems