Dr Qianni Zhang

Senior Lecturer
PhD/PDRA Engagement Lead of The Centre for Multimodal AI and Computing
School of Electronic Engineering and Computer Science
Queen Mary University of London
Queen Mary University of London
Research
Machine learning and computer vision, Medical image computing, Image and video analysis, Virtual reality
Publications
Publications of specific relevance to the Centre for Multimodal AI2026
MICCAI 2023 STS Challenge: A retrospective study of semi-supervised approaches for teeth segmentationWang Y Zhang Y Chen X Wang S Qian D Ye F Xu F Zhang H et al.
Pattern Recognition, Elsevier vol. 170
01-02-2026
2025
PricoMS: Prior-coordinated multiscale synthesis network for self-supervised–aided vessel segmentation in intravascular ultrasound image amidst label scarcityHuang X Wang H Chen S Jiang S Bajaj R Yap NAL Cap M Zhang X et al.
Knowledge-Based Systems, Elsevier vol. 330
01-11-2025
A novel framework for fully-automated co-registration of intravascular ultrasound and optical coherence tomography imaging dataHe X Bransby KM Ulutas AE Kumaran T Yap NAL Zeren G Zeng H Zhang Y et al.
In Arxiv
08-07-2025
DEFN: Dual-Encoder Fourier Group Harmonics Network for three-dimensional indistinct-boundary object segmentationJiang X Guo Y Huang J Wu Y Luo M Xu Z Zhang Q Huang X et al.
Expert Systems With Applications, Elsevier vol. 281
01-07-2025
S 2 Reg: Structure-semantics collaborative point cloud registrationXu Z Gao X Jiang X Cheng S Zhang Q Li W Gao X
Pattern Recognition, Elsevier vol. 161
01-05-2025
DAG-UNet: Dissimilarity-Aware Global Context Guided Lightweight UNet for Medical Image SegmentationHe Y Zhang Q Miquel ME
2025 IEEE 22nd International Symposium on Biomedical Imaging (ISBI). vol. 00, 1-5.
17-04-2025
Deep learning for liver lesion segmentation and classification on staging CT scans of colorectal cancer patients: A multi-site technical validation studyBashir U Wang C Smillie R Khan AKR Ahmed HT Ordidge K Power N Gerlinger M et al.
Clinical Radiology, Elsevier, 106914-106914.
01-04-2025
2024
POLYCORE: Polygon-based contour refinement for improved Intravascular Ultrasound SegmentationBransby KM Bajaj R Ramasamy A Çap M Yap N Slabaugh G Bourantas C Zhang Q
Computers in Biology and Medicine, Elsevier vol. 182, 109162-109162.
20-09-2024
Joint Neural Networks for One-shot Object Recognition and DetectionVargas CJ Zhang Q Izquierdo E
In Arxiv
01-08-2024
SASAN: Spectrum-Axial Spatial Approach Networks for Medical Image SegmentationHuang X Huang J Zhao K Zhang T Li Z Yue C Chen W Wang R et al.
IEEE Transactions on Medical Imaging, Institute of Electrical and Electronics Engineers (IEEE) vol. 43 (8), 3044-3056.
01-08-2024
Transformer enhanced autoencoder rendering cleaning of noisy optical coherence tomography imagesAhmed H Zhang Q Donnan R Alomainy A
Journal of Medical Imaging, Spie, The International Society For Optics and Photonics vol. 11 (3), 034008-034008.
30-04-2024
Denoising of Optical Coherence Tomography Images in Ophthalmology Using Deep Learning: A Systematic ReviewAhmed H Zhang Q Donnan R Alomainy A
Journal of Imaging, Mdpi vol. 10 (4)
01-04-2024
Retrieval-and-alignment based large-scale indoor point cloud semantic segmentationXu Z Huang X Yuan B Wang Y Zhang Q Li W Gao X
Science China Information Sciences, Springer Nature vol. 67 (4)
25-03-2024
IGReg: Image-Geometry-Assisted Point Cloud Registration via Selective Correlation FusionXu Z Jiang X Gao X Gao R Gu C Zhang Q Li W Gao X
IEEE Transactions on Multimedia, Institute of Electrical and Electronics Engineers (IEEE) vol. 26, 7475-7489.
22-02-2024
SANGRE: a Shallow Attention Network Guided by Resolution Expansion for MR Image SegmentationHe Y Miquel ME Zhang Q
In Medical Image Computing and Computer Assisted Intervention – Miccai 2024, Springer Nature 562-571.
01-01-2024
Sketch-Supervised Histopathology Tumour Segmentation: Dual CNN-Transformer With Global Normalised CAMLi Y Wang L Huang X Wang Y Dong L Ge R Zhou H Ye J et al.
IEEE Journal of Biomedical and Health Informatics, Institute of Electrical and Electronics Engineers (IEEE) vol. 28 (1), 66-77.
01-01-2024
2023
Lesion Detection in Optical Coherence Tomography with Transformer-Enhanced DetectorAhmed H Zhang Q Wong F Donnan R Alomainy A
Journal of Imaging, Mdpi vol. 9 (11)
07-11-2023
CARDIAN: a novel computational approach for real-time end-diastolic frame detection in intravascular ultrasound using bidirectional attention networksHuang X Bajaj R Cui W Hendricks MJ Wang Y Yap NAL Ramasamy A Maung S et al.
Frontiers in Cardiovascular Medicine, Frontiers Media vol. 10, 1250800-1250800.
06-10-2023
Hierarchical Point-based Active Learning for Semi-supervised Point Cloud Semantic SegmentationXu Z Yuan B Zhao S Zhang Q Gao X
2023 IEEE/CVF International Conference on Computer Vision (ICCV). vol. 00, 18052-18062.
06-10-2023
TCT-613 Comparison of Histology-Trained Deep Learning Approach With Human Expert Analysts for Automated Plaque Component Classification in Hybrid Intravascular Ultrasound-Optical Coherence Tomography ImagesBajaj R Huang X Alves-Kotzev N Weyers J Levine M Garg M Maung S Bransby K et al.
Journal of The American College of Cardiology, Elsevier vol. 82 (17), b246-b247.
01-10-2023
Stimulus-guided adaptive transformer network for retinal blood vessel segmentation in fundus imagesLin J Huang X Zhou H Wang Y Zhang Q
Medical Image Analysis, Elsevier vol. 89
09-08-2023
POST-IVUS: A perceptual organisation-aware selective transformer framework for intravascular ultrasound segmentationHuang X Bajaj R Li Y Ye X Lin J Pugliese F Ramasamy A Gu Y et al.
Medical Image Analysis, Elsevier vol. 89
05-08-2023
Disagreement attention: Let us agree to disagree on computed tomography segmentationMolina EGL Huang X Zhang Q
Biomedical Signal Processing and Control, Elsevier vol. 84
01-07-2023
MSCA-Net: Multi-scale contextual attention network for skin lesion segmentationSun Y Dai D Zhang Q Wang Y Xu S Lian C
Pattern Recognition, Elsevier vol. 139
01-07-2023
Joint Dense-Point Representation for Contour-Aware Graph SegmentationBransby KM Slabaugh G Bourantas C Zhang Q
In Arxiv
21-06-2023
BS14 A fully automated vulnerable plaque classifier for oct using co-registered histological images and transfer learning learning.Krams R Chamorro L Komo Z Bashir A Torii R Bourantas C Zhang Q Mathur A et al.
Basic Science., a255.3-a2a256.
01-06-2023
3D Coronary Vessel Reconstruction from Bi-Plane Angiography Using Graph Convolutional NetworksBransby KM Tufaro V Çap M Slabaugh G Bourantas C Zhang Q
2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI). vol. 00, 1-5.
21-04-2023
Deep learning-based image analysis of eyelid morphology in thyroid-associated ophthalmopathyShao J Huang X Gao T Cao J Wang Y Zhang Q Lou L Ye J
Quantitative Imaging in Medicine and Surgery, Ame Publishing Company
01-03-2023
3D Coronary Vessel Reconstruction from Bi-Plane Angiography using Graph Convolutional NetworksBransby KM Tufaro V Cap M Slabaugh G Bourantas C Zhang Q
In Arxiv
28-02-2023
Automated photographic analysis of inferior oblique overaction based on deep learningLou L Huang X Sun Y Cao J Wang Y Zhang Q Tang X Ye J
Quantitative Imaging in Medicine and Surgery, Ame Publishing Company
01-01-2023
Joint Dense-Point Representation for Contour-Aware Graph SegmentationBransby KM Slabaugh G Bourantas C Zhang Q
In Medical Image Computing and Computer Assisted Intervention – Miccai 2023, Springer Nature 519-528.
01-01-2023
2022
Attention Based Speckle Reduction for Optical Coherence Tomography in Ophthalmology and DentistryAhmed H Zhang Q Donnan R Alomainy A
2022 15th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI). vol. 00, 1-6.
07-11-2022
TCT-254 Histology-Trained Deep Learning Methodology for Automated Coronary Plaque Component Classification in Combined Intravascular Ultrasound-Optical Coherence Tomography ImagesBajaj R Huang X Alves N Weyers J Levine M Garg M Maung S Bransby K et al.
Journal of The American College of Cardiology, Elsevier vol. 80 (12)
01-09-2022
Framework of Unsupervised based Denoising for Optical Coherence TomographyAhmed HT Zhang Q Donnan R Alomainy A
2022 7th International Conference on Biomedical Signal and Image Processing (ICBIP)., 19-24.
19-08-2022
Multimodal Gait Recognition for Neurodegenerative DiseasesZhao A Li J Dong J Qi L Zhang Q Li N Wang X Zhou H
IEEE Transactions on Cybernetics, Institute of Electrical and Electronics Engineers (IEEE) vol. 52 (9), 9439-9453.
18-08-2022
FIVES: A Fundus Image Dataset for Artificial Intelligence based Vessel SegmentationJin K Huang X Zhou J Li Y Yan Y Sun Y Zhang Q Wang Y et al.
Scientific Data, Springer Nature vol. 9 (1)
04-08-2022
CTooth+: A Large-scale Dental Cone Beam Computed Tomography Dataset and Benchmark for Tooth Volume SegmentationCui W Wang Y Li Y Song D Zuo X Wang J Zhang Y Zhou H et al.
In Arxiv
02-08-2022
Automated Measurement of Ocular Movements Using Deep Learning-Based Image AnalysisLou L Sun Y Huang X Jin K Tang X Xu Z Zhang Q Wang Y et al.
Current Eye Research, Taylor & Francis vol. 47 (9), 1346-1353.
27-07-2022
Deep learning based brain tumor segmentation: a surveyLiu Z Tong L Chen L Jiang Z Zhou F Zhang Q Zhang X Jin Y et al.
Complex & Intelligent Systems, Springer Nature vol. 9 (1), 1001-1026.
09-07-2022
Unsupervised Region-Based Denoising for Optical Coherence Tomography FrameworkAhmed H Zhang Q Donnan R Alomainy A
2022 7th International Conference on Computational Intelligence and Applications (ICCIA). vol. 00, 267-273.
26-06-2022
CTooth: A Fully Annotated 3D Dataset and Benchmark for Tooth Volume Segmentation on Cone Beam Computed Tomography ImagesCui W Wang Y Zhang Q Zhou H Song D Zuo X Jia G Zeng L
In Arxiv
17-06-2022
Histopathological growth patterns of liver metastasis: updated consensus guidelines for pattern scoring, perspectives and recent mechanistic insightsLatacz E Höppener D Bohlok A Leduc S Tabariès S Fernández Moro C Lugassy C Nyström H et al.
British Journal of Cancer, Springer Nature vol. 127 (6), 988-1013.
01-06-2022
Complexity Reduction of Learned In-Loop Filtering in Video CodingBayliss W Murn L Izquierdo E Zhang Q Mrak M
2022 IEEE International Symposium on Circuits and Systems (ISCAS). vol. 00, 506-510.
01-06-2022
A Fully Automatic Postoperative Appearance Prediction System for Blepharoptosis Surgery with Image-based Deep LearningSun Y Huang X Zhang Q Lee SY Wang Y Jin K Lou L Ye J
Ophthalmology Science, Elsevier vol. 2 (3)
18-05-2022
AGMB-Transformer: Anatomy-Guided Multi-Branch Transformer Network for Automated Evaluation of Root Canal TherapyLi Y Zeng G Zhang Y Wang J Jin Q Sun L Zhang Q Lian Q et al.
IEEE Journal of Biomedical and Health Informatics, Institute of Electrical and Electronics Engineers (IEEE) vol. 26 (4), 1684-1695.
01-04-2022
Complexity Reduction of Learned In-Loop Filtering in Video CodingBayliss W Murn L Izquierdo E Zhang Q Mrak M
In Arxiv
16-03-2022
Sex Difference in Global Burden of Major Depressive Disorder: Findings From the Global Burden of Disease Study 2019Li S Xu Y Zheng L Pang H Zhang Q Lou L Huang X
Frontiers in Psychiatry, Frontiers vol. 13
21-02-2022
Cost-Sensitive Boosting Pruning Trees for Depression Detection on TwitterTong L Liu Z Jiang Z Zhou F Chen L Lyu J Zhang X Zhang Q et al.
IEEE Transactions on Affective Computing, Institute of Electrical and Electronics Engineers (IEEE) vol. 14 (3), 1898-1911.
25-01-2022
DU-Net Based Unsupervised Contrastive Learning for Cancer Segmentation in Histology ImagesLi Y Wang Y Zhou H Wang H Jia G Zhang Q
In Intelligent Robotics and Applications, Springer Nature 201-210.
01-01-2022
CTooth: A Fully Annotated 3D Dataset and Benchmark for Tooth Volume Segmentation on Cone Beam Computed Tomography ImagesCui W Wang Y Zhang Q Zhou H Song D Zuo X Jia G Zeng L
In Intelligent Robotics and Applications, Springer Nature 191-200.
01-01-2022
CTooth+: A Large-Scale Dental Cone Beam Computed Tomography Dataset and Benchmark for Tooth Volume SegmentationCui W Wang Y Li Y Song D Zuo X Wang J Zhang Y Zhou H et al.
In Data Augmentation, Labelling, and Imperfections, Springer Nature 64-73.
01-01-2022
Light Annotation Fine Segmentation: Histology Image Segmentation Based on VGG Fusion with Global Normalisation CAMLi Y Wang Y Dong L Ye J Wang L Ge R Zhou H Zhang Q
In Computational Mathematics Modeling in Cancer Analysis, Springer Nature 121-130.
01-01-2022
Histology- Trained Deep Learning Methodology for Automated Coronary Plaque Component Classification in Combined Intravascular Ultrasound-Optical Coherence Tomography ImagesBajaj R Huang X Alves N Weyers J Levine M Garg M Maung S Bransby K et al.
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY. vol. 80 (12), B100-B100.
01-01-2022
2021
TCT-426 Electrocardiographically Gated Intravascular Image Segmentation Enables More Reproducible Volumetric Analysis of Atheroma BurdenErdogan E Huang X Cooper J Jain A Ramasamy A Bajaj R Torii R Moon J et al.
Journal of the American College of Cardiology. vol. 78 (19)
01-11-2021
GT U-Net: A U-Net Like Group Transformer Network for Tooth Root SegmentationLi Y Wang S Wang J Zeng G Liu W Zhang Q Jin Q Wang Y
In Arxiv
29-09-2021
Trans-Attention Multiple Instance Learning for Cancer Tissue Classification in Digital Histopathology ImagesAlharbi A Wang Y Zhang Q
Proceedings of the 6th International Conference on Biomedical Signal and Image Processing., 79-84.
20-08-2021
End‐diastolic segmentation of intravascular ultrasound images enables more reproducible volumetric analysis of atheroma burdenErdogan E Huang X Cooper J Jain A Ramasamy A Bajaj R Torii R Moon J et al.
Catheterization and Cardiovascular Interventions, Wiley vol. 99 (3), 706-713.
17-08-2021
Get Smart – technological innovations in endodontics part 2: case-difficulty assessment and future perspectivesShah PK Zhang Q Chong BS
Dental Update, Mark Allen Group vol. 48 (7), 556-562.
02-07-2021
CANet: Context Aware Network for Brain Glioma SegmentationLiu Z Tong L Chen L Zhou F Jiang Z Zhang Q Wang Y Shan C et al.
IEEE Transactions on Medical Imaging, Institute of Electrical and Electronics Engineers (IEEE) vol. 40 (7), 1763-1777.
30-06-2021
SRPN: similarity-based region proposal networks for nuclei and cells detection in histology imagesSun Y Huang X Zhou H Zhang Q
Medical Image Analysis, Elsevier vol. 72
21-06-2021
Advanced deep learning methodology for accurate, real-time segmentation of high-resolution intravascular ultrasound imagesBajaj R Huang X Kilic Y Ramasamy A Jain A Ozkor M Tufaro V Safi H et al.
International Journal of Cardiology, Elsevier vol. 339, 185-191.
18-06-2021
Get smart – technological innovations in endodontics. Part 1: 3D imaging, 3D treatment planning and guided endodonticsShah PK Zhang Q Chong BS
Dental Update vol. 48 (6), 479-484.
02-06-2021
AGMB-Transformer: Anatomy-Guided Multi-Branch Transformer Network for Automated Evaluation of Root Canal TherapyLi Y Zeng G Zhang Y Wang J Zhang Q Jin Q Sun L Lian Q et al.
In Arxiv
01-05-2021
Toothpix: Pixel-Level Tooth Segmentation in Panoramic X-Ray Images based on Generative Adversarial NetworksCui W Zeng L Chong B Zhang Q
2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI). vol. 00, 1346-1350.
16-04-2021
A Cascade‐SEME network for COVID‐19 detection in chest x‐ray imagesLv D Wang Y Wang S Zhang Q Qi W Li Y Sun L
Medical Physics, Wiley vol. 48 (5), 2337-2353.
29-03-2021
A deep learning methodology for the automated detection of end-diastolic frames in intravascular ultrasound imagesBajaj R Huang X Kilic Y Jain A Ramasamy A Torii R Moon J Koh T et al.
The International Journal of Cardiovascular Imaging, Springer Nature vol. 37 (6), 1825-1837.
15-02-2021
Multimodal Gait Recognition for Neurodegenerative DiseasesZhao A Li J Dong J Qi L Zhang Q Li N Wang X Zhou H
In Arxiv
07-01-2021
GT U-Net: A U-Net Like Group Transformer Network for Tooth Root SegmentationLi Y Wang S Wang J Zeng G Liu W Zhang Q Jin Q Wang Y
In Machine Learning in Medical Imaging, Springer Nature 386-395.
01-01-2021
Deep learning-based image analysis for automated measurement of eyelid morphology before and after blepharoptosis surgeryLou L Cao J Wang Y Gao Z Jin K Xu Z Zhang Q Huang X et al.
Annals of Medicine, Taylor & Francis vol. 53 (1), 2278-2285.
01-01-2021
2020
Perceptual underwater image enhancement with deep learning and physical priorsChen L Jiang Z Tong L Liu Z Zhao A Zhang Q Dong J Zhou H
IEEE Transactions on Circuits and Systems For Video Technology, Institute of Electrical and Electronics Engineers vol. PP (99), 1-1.
30-10-2020
Perceptual underwater image enhancement with deep learning and physical priorsChen L Jiang Z Tong L Liu Z Zhao A Zhang Q Dong J Zhou H
In Arxiv
21-08-2020
Building High-fidelity Human Body Models from User-generated DataZongyi X Wei C Yindi Z Le D Huiyu Z Zhang Q
IEEE Transactions on Multimedia, Institute of Electrical and Electronics Engineers
10-06-2020
One Shot Logo Recognition Based on Siamese Neural NetworksVargas C Zhang Q Izquierdo E
Proceedings of the 2020 International Conference on Multimedia Retrieval., 321-325.
08-06-2020
Adversarial-Based Domain Adaptation Networks for Unsupervised Tumour Detection in HistopathologyFigueira G Wang Y Sun L Zhou H Zhang Q
2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI). vol. 00, 1284-1288.
03-04-2020
SU-Net and DU-Net Fusion for Tumour Segmentation in Histopathology ImagesLi Y Xu Z Wang Y Zhou H Zhang Q
2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI). vol. 00, 461-465.
03-04-2020
Signet Ring Cells Detection in Histology Images with Similarity LearningSun Y Huang X Molina EGL Dong L Zhang Q
2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI). vol. 00, 490-494.
03-04-2020
2019
CNN and KPCA-based automated feature extraction for real-time driving pattern recognitionXie L Tao J Zhang Q Zhou H
IEEE Access vol. 7, 123765-123775.
02-09-2019
Cost-sensitive Boosting Pruning Trees for depression detection on TwitterTong L Liu Z Jiang Z Zhou F Chen L Lyu J Zhang X Zhang Q et al.
In Arxiv
02-06-2019
US-net for robust and efficient nuclei instance segmentationXu Z Sobhani F Moro CF Zhang Q
The IEEE International Symposium on Biomedical Imaging (ISBI). vol. 2019-April, 44-47.
01-04-2019
US-net for robust and efficient nuclei instance segmentationXu Z Sobhani F Moro CF Zhang Q
In Arxiv
31-01-2019
GAN-based Virtual Re-Staining: A Promising Solution for Whole Slide Image AnalysisXu Z Huang X Moro CF Bozóky B Zhang Q
In Arxiv
13-01-2019
2018
Application of Deep learning in Bone age assessmentWang Y Zhang Q Han J Jia Y
IOP Conference Series Earth and Environmental Science. vol. 199
19-12-2018
Detection of Breast Tumour Tissue Regions in Histopathological Images using Convolutional Neural NetworksSun Y Xu Z Strell C Moro CF Wärnberg F Dong L Zhang Q
2018 IEEE International Conference on Image Processing, Applications and Systems (IPAS). vol. 00, 98-103.
14-12-2018
DNS: A multi-scale deconvolution semantic segmentation network for joint detection and segmentationFeng N Dong L Zhang Q Zhang N Wu X Chen J
INTERNATIONAL JOINT CONFERENCE ON METALLURGICAL AND MATERIALS ENGINEERING (JCMME 2018). vol. 277
12-12-2018
Tissue Region Growing for Hispathology Image SegmentationXu Z Moro CF Kuznyecov D Bozóky B Dong L Zhang Q
Proceedings of the 2018 3rd International Conference on Biomedical Imaging, Signal Processing., 86-92.
11-10-2018
Region Based User-Generated Human Body Scan RegistrationXu Z Zhang Q
IEEE International Conference on Multimedia and Expo. vol. 2018-July
08-10-2018
Multi-Scale Context-Aware Networks for Quantitative Assessment of Colorectal Liver MetastasesXu Z Zhang Q
2018 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI)., 369-372.
01-03-2018
Boundary-aided Human Body Shape and Pose Estimation from a Single Image for Garment Design and ManufactureXu Z Zhang Q
European Association for Computer Graphics 39th Annual Conference Eurographics 2018 Posters. vol. 2018-January, 29-30.
01-01-2018
2017
CUNet: A Compact Unsupervised Network for Image ClassificationDong L He L Mao M Kong G Wu X Zhang Q Cao X Izquierdo E
IEEE Transactions on Multimedia
28-12-2017
Visual-Semantic Context Learning for Image ClassificationZhang Q Izquierdo E
In Semantic Multimedia Analysis and Processing, Taylor & Francis 65-86.
19-12-2017
ADORE: An Adaptive Holons Representation Framework for Human Pose EstimationZHANG Q
IEEE Transactions on Circuits and Systems For Video Technology, Institute of Electrical and Electronics Engineers
23-05-2017
Multilevel active registration for kinect human body scans: from low quality to high qualityXu Z Zhang Q Cheng S
Multimedia Systems, Springer (Part of Springer Nature), 1-14.
10-03-2017
Classification of mammograms for breast cancer detection based on curvelet transform and multi-layer perceptronMohsin Jadoon M Zhang Q Ul Haq I Jadoon A Basit A Butt S
Biomedical Research (India) vol. 28 (10), 4311-4315.
08-02-2017
Correction: Immunohistochemical Typing of Adenocarcinomas of the Pancreatobiliary System Improves Diagnosis and Prognostic StratificationFernández Moro C Fernandez-Woodbridge A Alistair D'souza M Zhang Q Bozoky B Vasan SK Catalano P Heuchel R et al.
Plos One, Public Library of Science (Plos) vol. 12 (1)
26-01-2017
2016
Immunohistochemical Typing of Adenocarcinomas of the Pancreatobiliary System Improves Diagnosis and Prognostic Stratification.Fernández Moro C Fernandez-Woodbridge A Alistair D'souza M Zhang Q Bozoky B Kandaswamy SV Catalano P Heuchel R et al.
Plos One, Public Library of Science vol. 11 (11), e0166067-e0166067.
09-11-2016
Decomposition and Matching: Towards Efficient Automatic Chinese Character Stroke ExtractionXu Z Liang Y Zhang Q Dong L Izquierdo E
2016 Visual Communications and Image Processing (VCIP)., 1-4.
01-11-2016
FORMAL REPRESENTATION OF EVENTS IN A SURVEILLANCE DOMAIN ONTOLOGYSOBHANI F Chandramouli K Zhang Q Izquierdo E
2016 IEEE International Conference on Image Processing (Icip), IEEE, 913-917.
19-08-2016
CUNet: A Compact Unsupervised Network for Image ClassificationDong L He L Kong G Zhang Q Cao X Izquierdo E
In Arxiv
06-07-2016
Holons Visual Representation for Image RetrievalDong L Liang Y Kong G Zhang Q Cao X Izquierdo E
IEEE Transactions on Multimedia vol. 18 (4), 714-725.
08-06-2016
Optimal kernel choice for domain adaption learningDong L Feng N Quan P Kong G Chen X Zhang Q
Engineering Applications of Artificial Intelligence vol. 51, 163-170.
01-05-2016
Is there any prognostic relevance of immunoprofiling biliopancreatic adenocarcinomas?D'souza MA Moro CF Vasan K S Bozoky B Danielsson O Zhang Q Piatrik T Isaksson B et al.
Hpb vol. 18, e734-e734.
19-04-2016
LSI: Latent semantic inference for natural image segmentationDong L Feng N Zhang Q
Pattern Recognition vol. 59, 282-291.
13-03-2016
A Comparative Study on Weighted Central Moment and Its Application in 2D Shape RetrievalShu X Zhang Q Shi J Qi Y
Information, Mdpi vol. 7 (1)
01-03-2016
Holons Visual Representation for Image RetrievalZHANG Q
IEEE Transactions on Multimedia
01-03-2016
Symmetry-Aware Human Shape Correspondence Using SkeletonXu Z Zhang Q
Lecture Notes in Computer Science. vol. 9516, 632-641.
01-01-2016
2015
Discriminative Light Unsupervised Learning Network for Image Representation and ClassificationDong L He L Zhang Q
Proceedings of the 23rd ACM international conference on Multimedia., 1235-1238.
13-10-2015
Action Recognition based on Subdivision-Fusion ModelHao Z Lu L Zhang Q Wu J Izquierdo E Yang J Zhao J
Procedings of the British Machine Vision Conference 2015., 50.1-50.12.
01-01-2015
2014
Accurate Stereo 3D Point Cloud Generation Suitable for Multi-View Stereo ReconstructionKordelas GA Daras P Klavdianos P Izquierdo E Zhang Q
2014 IEEE Visual Communications and Image Processing Conference., 307-310.
01-12-2014
Multimodal Fusion in Surveillance ApplicationsFernandez Arguedas V Zhang Q Izquierdo E
In Fusion in Computer Vision, Springer Nature 161-184.
01-01-2014
2013
Improved indoor scene geometry recognition from single image based on depth mapLiu Y Lin X Zhang Q Izquierdo E
2013 IEEE 11th Ivmsp Workshop 3D Image Video Technologies and Applications Ivmsp 2013 Proceedings
28-11-2013
A concise survey for 3D reconstruction of building façadesKlavdianos P Zhang Q Izquierdo E
International Workshop on Image Analysis For Multimedia Interactive Services
13-11-2013
Human action recognition by fast dense trajectoriesHao Z Zhang Q Ezquierdo E Sang N
Proceedings of the 21st ACM international conference on Multimedia., 377-380.
21-10-2013
Fuzzy Ensembles for Embedding Adaptive Behaviours in Semi-Autonomous Avatars in 3D Virtual WorldsWall J Izquierdo E Zhang Q
2013 18th International Conference on Digital Signal Processing (DSP)., 1-6.
01-07-2013
BLENDING REAL WITH VIRTUAL IN 3DLIFEApostolakis KC Alexiadis DS Daras P Monaghan D O'Connor NE Prestele B Eisert P Richard G et al.
2013 14th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS)., 1-4.
01-07-2013
Predicting User Tags in Social Media Repositories Using Semantic Expansion and Visual AnalysisPiatrik T Zhang Q Sevillano X Izquierdo E
In Social Media Retrieval, Springer 143-167.
01-01-2013
Multifeature Analysis and Semantic Context Learning for Image ClassificationZhang Q Izquierdo E
Acm Transactions on Multimedia Computing Communications and Applications vol. 9 (2)
01-01-2013
3DLife - Bringing the Media Internet to LifeZhang Q O’Connor NE Izquierdo E
Lecture Notes in Computer Science. vol. 7858, 339-341.
01-01-2013
Vision Based Semantic Analysis of Surveillance VideosArguedas VF Zhang Q Chandramouli K Izquierdo E
Studies in Computational Intelligence, Springer Nature vol. 418, 83-125.
01-01-2013
2012
Histology Image Retrieval in Optimised Multi-Feature SpacesZhang Q Izquierdo E
IEEE Journal of Biomedical and Health Informatics, IEEE vol. 17 (1), 240-249.
15-11-2012
A multi-modal dance corpus for research into interaction between humans in virtual environmentsEssid S Lin X Gowing M Kordelas G Aksay A Kelly P Fillon T Zhang Q et al.
Journal on Multimodal User Interfaces, Springer vol. 7 (1-2), 157-170.
01-03-2012
Enhanced Multi-view Dancing Videos SynchronisationLin X Kitanovski V Zhang Q Izquierdo E
WIAMIS 2012 Dublin, Ireland 23 Jun 2012 - 25 Jun 2012., 1-4.
01-01-2012
Geo-tagging online videos using semantic expansion and visual analysisSevillano X Piatrik T Chandramouli K Zhang Q Izquierdo E
WIAMIS 2012 Dublin, Ireland 23 May 2012 - 25 May 2012.
01-01-2012
Bayesian Multimodal Fusion in Forensic ApplicationsFernandez Arguedas V Zhang Q Izquierdo E
Lecture Notes in Computer Science. vol. 7585, 466-475.
01-01-2012
2011
Semi-Automated Vision-Based Construction of Safety Models from Engineering DrawingsZhang Q Lin X Papadopoulos C Heckmann J-P Lisagor O Sartor V Izquierdo E
Sae International Journal of Aerospace, Sae International vol. 4 (2), 893-899.
01-11-2011
Optimal combination of low-level features for surveillance object retrievalArguedas VF Chandramouli K Zhang Q Izquierdo E
Sigmap 2011 Proceedings of the International Conference on Signal Processing and Multimedia Applications., 187-192.
12-09-2011
Enhanced visualisation of dance performance from automatically synchronised multimodal recordingsGowing M Kell P O'Connor NE Concolato C Essid S Lefeuvre J Tournemenne R Izquierdo E et al.
ACM MM 2011 Scottsdale, Arizona 28 Nov 2011 - 1 Dec 2011., 667-670.
01-01-2011
Semantic Context Inference in Multimedia SearchZhang Q Izquierdo E
In The Future Internet: Future Internet Assembly 2011: Achievements and Technological Promises, Springer 391-400.
01-01-2011
Multi-feature fusion for surveillance video indexingFernandez Arguedas V Zhang Q Chandramouli K Izquierdo E
WIAMIS 2011 Deflt, Netherlands 13 Apr 2011 - 15 Apr 2011., 1-4.
01-01-2011
Semi-automated vision-based construction of safety models from engineering drawingsZhang Q Lin X Papadopoulos C Heckmann JP Lisagor O Sartor V Izquierdo E
SAE Technical Papers., 893-899.
01-01-2011
2010
From mid-level to high-level: Semantic inference for multimedia retrievalZhang Q Izquierdo E
SMAP 2010 Limassol, Cyprus 9 Dec 2010 - 10 Dec 2010., 70-75.
09-12-2010
SMVC 2010 chairs' welcomeIzquierdo E Cai Y Zhang Q
Smvc 10 Proceedings of the 2010 ACM Workshop on Surreal Media and Virtual Cloning Co Located with ACM Multimedia 2010.
01-12-2010
Session details: Virtual cloningZhang Q
Proceedings of the 2010 ACM workshop on Surreal media and virtual cloning.
29-10-2010
ACM workshop on surreal media and virtual cloningIzquierdo E Cai Y Zhang Q García-Herranz M
MM 2010 Firenze, Italy 25 Oct 2010 - 29 Oct 2010., 1767-1768.
25-10-2010
Analysing multimedia content in social networking environmentsRamzan N Patrikakis C Zhang Q Izquierdo E
SAPMIA 2010 Firenze, Italy 25 Oct 2010 - 29 Oct 2010., 73-76.
25-10-2010
Towards an expressive virtual tutor: an implementation of a virtual tutor based on an empirical study of non-verbal behaviourMoussa MB Kasap Z Magnenat-Thalmann N Chandramouli K Haji Mirza SN Zhang Q Izquierdo E Biperis I et al.
SMVC 2010 Firenze, Italy 25 Oct 2010 - 29 Oct 2010., 39-44.
25-10-2010
Special issue on Visual Information Engineering: Guest EditorialIzquierdo E Ho ATS Kim HJ Zhang Q
Journal of Multimedia, Academy Publisher vol. 5 (2), 93-94.
01-04-2010
3DLife: Bringing the Media Internet to LifeIzquierdo E Piatrik T Zhang QN Margaria T Steffen B
LEVERAGING APPLICATIONS OF FORMAL METHODS, VERIFICATION, AND VALIDATION, PT II. vol. 6416, 13-14.
01-01-2010
Demonstration for the 3DLife FrameworkZhang Q Izquierdo E
ServiceWave 2010 Ghent, Belgium 13 Dec 2010 - 15 Dec 2010. vol. 6481, 205-206.
01-01-2010
Concept based interactive retrieval for social environmentJanjusevic T Zhang Q Chandramouli K Izquierdo E
SAPMIA 2010 Firenze, Italy 25 Oct 2010 - 29 Oct 2010., 15-20.
01-01-2010
2008
K-Space at TRECVid 2008Wilkins P Byrne D Jones GJF Lee H Keenan G McGuinness K O Connor NE O Hare N et al.
TRECVid 2008 Gaithersburg, Maryland 1 Jan 1970., 1-10.
01-11-2008
COST292 experimental framework for TRECVID 2008Zhang Q Chandramouli K Damnjanovic U Piatrik T Tolias G Avrithis YS Kapsalas P Mylonas P et al.
TRECVid 2008 Gaithersburg,Maryland 1 Jan 1970., 1-15.
01-11-2008
Bayesian Learning and Reasoning for Context Exploitation in Visual Information RetrievalZhang Q Izquierdo E
VIE 2008 Xi’an, China 29 Jul 2008 - 1 Aug 2008., 170-175.
29-07-2008
Describing Objects with Multiple Features for Visual Information Retrieval and AnnotationZhang Q Izquierdo E
WIAMIS 2008 Klagenfurt, Austria 7 May 2008 - 9 May 2008., 80-83.
07-05-2008
Visual Information RetrievalZhang Q Izquierdo E
In Encyclopedia of Multimedia, Springer Nature 971-977.
01-01-2008
2007
Adaptive salient block-based image retrieval in multi-feature spaceZhang Q Izquierdo E
Signal Process-Image vol. 22 (6), 591-603.
01-07-2007
Context inference in region-based image retrievalZhang Q Izquierdo E Mylonas P Wallace M Angelides M
SECOND INTERNATIONAL WORKSHOP ON SEMANTIC MEDIA ADAPTATION AND PERSONALIZATION, PROCEEDINGS., 187-192.
01-01-2007
Combining low-level features for semantic extraction in image retrievalZhang Q Izquierdo E
Eurasip J Adv Sig Pr
01-01-2007
The COST292 experimental framework for TRECVID 2007Zhang Q Chandramouli K Damnjanovic U Piatrik T Izquierdo E Corvaglia M Adami N Leonardi R et al.
Text Retrieval Conference TRECVid Workshop Gaithersburg, Maryland 5 Nov 2007 - 6 Nov 2007.
01-01-2007
Adaptive salient block based image retrieval in multi-feature spaceZhang Q Izquierdo E
2007 INTERNATIONAL WORKSHOP ON CONTENT-BASED MULTIMEDIA INDEXING, PROCEEDINGS., 106-113.
01-01-2007
2006
COST292 experimental framework for TRECVID 2006Calic J Kraemer P Naci SU Vrochidis S Aksoy S Zhang Q Benois-Pineau J Saracoglu A et al.
TRECVid 2006 Gaithersburg,Maryland 13 Nov 2006 - 14 Nov 2006.
13-11-2006
A Bayesian Network approach to multi-feature based image retrievalZhang QN Izquierdo E Avrithis Y Kompatsiaris Y Staab S OConnor NE
Semantic Multimedia, Proceedings. vol. 4306, 138-147.
01-01-2006
Optimizing metrics combining low-level visual descriptors for image annotation and retrievalZhang Q Izquierdo E
2006 IEEE International Conference on Acoustics, Speech, and Signal Processing, Vol II, Proceedings., 405A-+.
01-01-2006
COST292 experimental framework for TRECVID 2006Calic J Campbell NW Kraemer P Zhang Q Izquierdo E Benois-Pineau J Vrochidis S Doulaverakis C et al.
TRECVID Workshop 2006 Gaithersburg, Maryland 13 Nov 2006 - 14 Nov 2006.
01-01-2006
A multi-feature optimization approach to object-based-image classificationZhang Q Izquierdo E Sundaram H Naphade M Smith JR Rui Y
IMAGE AND VIDEO RETRIEVAL, PROCEEDINGS. vol. 4071, 310-319.
01-01-2006
Optimizing Metrics Combining Low-level Visual Descriptors for Image Annotation and RetrievalZhang Q Izquierdo E
IEEE International Conference on Acoustics, Speech and Signal Processing 2006 Toulouse, France 14 May 2006 - 19 May 2006. vol. 2 (II)
01-01-2006
2005
Fusion of Semantic and Visual Information for Automatic Indexing and Annotation of Key Frame ImagesZhang Q Djordjevic D Izquierdo E
IEE Proceedings of the 2nd European Workshop on the Integration of Knowledge, Semantics and Digital Media Technologies (EWIMT 05) London, UK 30 Nov 2005 - 1 Dec 2005., 293-299.
01-01-2005
Indexing Large Online Multimedia Repositories Using Semantic Expansion and Visual AnalysisSevillano X Piatrik T Chandramouli K Zhang Q Izquierdo E
Multimedia, IEEE vol. 19 (3), 53-61.
An ontology framework for automated visual surveillance systemSobhani F Farhan Kahar N Zhang QIANNI
Content-Based Multimedia Indexing (CBMI), 2015 13th International Workshop on.
Three-Class Mammogram Classification Based on Descriptive CNN FeaturesZHANG Q
Biomedical Research International
Histopathological growth patterns of liver metastasis: updated consensus guidelines for pattern scoring, perspectives, and recent mechanistic insightsLatacz E Höppener D Bohlok A Leduc S Tabariès S Moro CF Lugassy C Nyström H et al.
In Medrxiv
Grants
Grants of specific relevance to the Centre for Multimodal AI
Identification of patients at risk of OA who will benefit from Agrin treatmentSuzanne Eldridge, Xavier Griffin, Francesco Dell'Accio and Qianni Zhang
£1,186,732 Versus Arthritis
01-10-2025 - 30-09-2029
Anatomical And Functional Analysis Of The Soft Palate And Associated MusculatureQianni Zhang
£132,620 BH NHS Barts Health NHS
01-01-2022 - 31-12-2025
Deep Learning based Multispectral Image Analysis for Retinal Lesion Detection, Segmentation and RecognitionQianni Zhang
£12,000 Royal Society
31-03-2022 - 30-09-2025
KTP: Machine learning for improved graphics in sport broadcastEbroul Izquierdo and Qianni Zhang
£214,061 Innovate UK
31-01-2022 - 30-04-2024
Research Group
PhD Students
- Kit Bransby
Bridging Graph and Dense Representations For Coronary Vessel Segmentation and Registration - Zixu Cheng
Vision - Ying He
Attention-Guided Contextual Speech Mri Segmentation - Jiayi Lin
Spatial Grounding in Vision-Language Foundation Models - Alexandros Mavromoustakos
Wearable Ultrasound Sensor - Ruowen Qu
Vision - Abbas Khan Rayabat Khan
Deep Learning-Based Cardiac Image Segmentation - Solomon Russom
Leveraging Healthcare Data For AI-Enabled, Effective and Improved Hiv Care - Edwin Salcedo Aliaga
Minds - Chunchang Shao
AI-Enabled Recognition of Negative Affect in-The-Wild - Aisha Zulfiqar
Machine Learning Based Biodiversity Classification
News
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