Dr Qianni Zhang

Qianni Zhang

Senior Lecturer
PhD/PDRA Engagement Lead of The Centre for Multimodal AI

School of Electronic Engineering and Computer Science
Queen Mary University of London
ORCID Google Scholar

Research

Machine learning and computer vision, Medical image computing, Image and video analysis, Virtual reality

Publications

solid heart iconPublications of specific relevance to the Centre for Multimodal AI

2024

Relevant PublicationS 2 Reg: Structure-semantics collaborative point cloud registration
Xu Z, Gao X, Jiang X, Cheng S, Zhang Q and Li W
Pattern Recognition, Elsevier 
01-12-2024
bullet iconPOLYCORE: Polygon-based contour refinement for improved Intravascular Ultrasound Segmentation
Bransby KM, Bajaj R, Ramasamy A, Çap M, Yap N, Slabaugh G, Bourantas C and Zhang Q
Computers in Biology and Medicine, Elsevier vol. 182, 109162-109162.  
20-09-2024
bullet iconSASAN: Spectrum-Axial Spatial Approach Networks for Medical Image Segmentation
Huang X, Huang J, Zhao K, Zhang T, Li Z, Yue C, Chen W, Wang R, Chen X, Zhang Q, Fu Y, Wang Y and Guo Y
Ieee Transactions On Medical Imaging, Institute of Electrical and Electronics Engineers (Ieee) vol. 43 (8), 3044-3056.  
01-08-2024
bullet iconTransformer enhanced autoencoder rendering cleaning of noisy optical coherence tomography images
Ahmed H, Zhang Q, Donnan R and Alomainy A
Journal of Medical Imaging, Spie, The International Society For Optics and Photonics vol. 11 (3), 034008-034008.  
30-04-2024
bullet iconDenoising of Optical Coherence Tomography Images in Ophthalmology Using Deep Learning: A Systematic Review
Ahmed H, Zhang Q, Donnan R and Alomainy A
Journal of Imaging, Mdpi vol. 10 (4) 
01-04-2024
bullet iconRetrieval-and-alignment based large-scale indoor point cloud semantic segmentation
Xu Z, Huang X, Yuan B, Wang Y, Zhang Q, Li W and Gao X
Science China Information Sciences, Springer Nature vol. 67 (4) 
25-03-2024
bullet iconIGReg: Image-Geometry-Assisted Point Cloud Registration via Selective Correlation Fusion
Xu Z, Jiang X, Gao X, Gao R, Gu C, Zhang Q and Li W
Ieee Transactions On Multimedia, Institute of Electrical and Electronics Engineers (Ieee) vol. 26, 7475-7489.  
22-02-2024
bullet iconSANGRE: a Shallow Attention Network Guided by Resolution Expansion for MR Image Segmentation
He Y, Miquel ME and Zhang Q
In Medical Image Computing and Computer Assisted Intervention – Miccai 2024, Springer Nature 562-571.  
01-01-2024
bullet iconSketch-Supervised Histopathology Tumour Segmentation: Dual CNN-Transformer With Global Normalised CAM
Li Y, Wang L, Huang X, Wang Y, Dong L, Ge R, Zhou H, Ye J and Zhang Q
Ieee Journal of Biomedical and Health Informatics, Institute of Electrical and Electronics Engineers (Ieee) vol. 28 (1), 66-77.  
01-01-2024

2023

bullet iconLesion Detection in Optical Coherence Tomography with Transformer-Enhanced Detector
Ahmed H, Zhang Q, Wong F, Donnan R and Alomainy A
Journal of Imaging, Mdpi vol. 9 (11) 
07-11-2023
bullet iconHierarchical Point-based Active Learning for Semi-supervised Point Cloud Semantic Segmentation
Xu Z, Yuan B, Zhao S, Zhang Q and Gao X
2023 IEEE/CVF International Conference on Computer Vision (ICCV). vol. 00, 18052-18062.  
06-10-2023
bullet iconCARDIAN: a novel computational approach for real-time end-diastolic frame detection in intravascular ultrasound using bidirectional attention networks
Huang X, Bajaj R, Cui W, Hendricks MJ, Wang Y, Yap NAL, Ramasamy A, Maung S, Cap M, Zhou H, Torii R, Dijkstra J, Bourantas CV and Zhang Q
Frontiers in Cardiovascular Medicine, Frontiers Media vol. 10, 1250800-1250800.  
06-10-2023
bullet iconTCT-613 Comparison of Histology-Trained Deep Learning Approach With Human Expert Analysts for Automated Plaque Component Classification in Hybrid Intravascular Ultrasound-Optical Coherence Tomography Images
Bajaj R, Huang X, Alves-Kotzev N, Weyers J, Levine M, Garg M, Maung S, Bransby K, Torii R, Krams R, Garcia-Garcia HM, Raber L, Mathur A, Baumbach A, Zhang Q, Courtney B and Bourantas C
Journal of The American College of Cardiology, Elsevier vol. 82 (17), b246-b247.  
01-10-2023
bullet iconStimulus-guided adaptive transformer network for retinal blood vessel segmentation in fundus images
Lin J, Huang X, Zhou H, Wang Y and Zhang Q
Medical Image Analysis, Elsevier vol. 89 
09-08-2023
bullet iconPOST-IVUS: A perceptual organisation-aware selective transformer framework for intravascular ultrasound segmentation
Huang X, Bajaj R, Li Y, Ye X, Lin J, Pugliese F, Ramasamy A, Gu Y, Wang Y, Torii R, Dijkstra J, Zhou H, Bourantas CV and Zhang Q
Medical Image Analysis, Elsevier vol. 89 
05-08-2023
bullet iconDisagreement attention: Let us agree to disagree on computed tomography segmentation
Molina EGL, Huang X and Zhang Q
Biomedical Signal Processing and Control, Elsevier vol. 84 
01-07-2023
bullet iconMSCA-Net: Multi-scale contextual attention network for skin lesion segmentation
Sun Y, Dai D, Zhang Q, Wang Y, Xu S and Lian C
Pattern Recognition, Elsevier vol. 139 
01-07-2023
bullet iconBS14 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, Baumbach A, Pedrigi R and de Silva R
Basic Science., a255.3-a2a256.  
01-06-2023
bullet icon3D Coronary Vessel Reconstruction from Bi-Plane Angiography Using Graph Convolutional Networks
Bransby KM, Tufaro V, Çap M, Slabaugh G, Bourantas C and Zhang Q
2023 IEEE 20th International Symposium on Biomedical Imaging (ISBI). vol. 00, 1-5.  
21-04-2023
bullet iconDeep learning-based image analysis of eyelid morphology in thyroid-associated ophthalmopathy
Shao J, Huang X, Gao T, Cao J, Wang Y, Zhang Q, Lou L and Ye J
Quantitative Imaging in Medicine and Surgery, Ame Publishing Company 
01-03-2023
bullet iconAutomated photographic analysis of inferior oblique overaction based on deep learning
Lou L, Huang X, Sun Y, Cao J, Wang Y, Zhang Q, Tang X and Ye J
Quantitative Imaging in Medicine and Surgery, Ame Publishing Company 
01-01-2023
bullet iconJoint Dense-Point Representation for Contour-Aware Graph Segmentation
Bransby KM, Slabaugh G, Bourantas C and Zhang Q
In Medical Image Computing and Computer Assisted Intervention – Miccai 2023, Springer Nature 519-528.  
01-01-2023

2022

bullet iconAttention Based Speckle Reduction for Optical Coherence Tomography in Ophthalmology and Dentistry
Ahmed H, Zhang Q, Donnan R and Alomainy A
2022 15th International Congress on Image and Signal Processing, BioMedical Engineering and Informatics (CISP-BMEI). vol. 00, 1-6.  
07-11-2022
bullet iconTCT-254 Histology-Trained Deep Learning Methodology for Automated Coronary Plaque Component Classification in Combined Intravascular Ultrasound-Optical Coherence Tomography Images
Bajaj R, Huang X, Alves N, Weyers J, Levine M, Garg M, Maung S, Bransby K, Torii R, Krams R, Garcia-Garcia H, Mathur A, Baumbach A, Zhang Q, Courtney B and Bourantas C
Journal of The American College of Cardiology, Elsevier vol. 80 (12) 
01-09-2022
bullet iconFramework of Unsupervised based Denoising for Optical Coherence Tomography
Ahmed HT, Zhang Q, Donnan R and Alomainy A
2022 7th International Conference on Biomedical Signal and Image Processing (ICBIP)., 19-24.  
19-08-2022
bullet iconMultimodal Gait Recognition for Neurodegenerative Diseases
Zhao A, Li J, Dong J, Qi L, Zhang Q, Li N, Wang X and Zhou H
Ieee Transactions On Cybernetics, Institute of Electrical and Electronics Engineers (Ieee) vol. 52 (9), 9439-9453.  
18-08-2022
bullet iconFIVES: A Fundus Image Dataset for Artificial Intelligence based Vessel Segmentation
Jin K, Huang X, Zhou J, Li Y, Yan Y, Sun Y, Zhang Q, Wang Y and Ye J
Scientific Data, Springer Nature vol. 9 (1) 
04-08-2022
bullet iconAutomated Measurement of Ocular Movements Using Deep Learning-Based Image Analysis
Lou L, Sun Y, Huang X, Jin K, Tang X, Xu Z, Zhang Q, Wang Y and Ye J
Current Eye Research, Taylor & Francis vol. 47 (9), 1346-1353.  
27-07-2022
bullet iconDeep learning based brain tumor segmentation: a survey
Liu Z, Tong L, Chen L, Jiang Z, Zhou F, Zhang Q, Zhang X, Jin Y and Zhou H
Complex & Intelligent Systems, Springer Nature vol. 9 (1), 1001-1026.  
09-07-2022
bullet iconUnsupervised Region-Based Denoising for Optical Coherence Tomography Framework
Ahmed H, Zhang Q, Donnan R and Alomainy A
2022 7th International Conference on Computational Intelligence and Applications (ICCIA). vol. 00, 267-273.  
26-06-2022
bullet iconHistopathological growth patterns of liver metastasis: updated consensus guidelines for pattern scoring, perspectives and recent mechanistic insights
Latacz E, Höppener D, Bohlok A, Leduc S, Tabariès S, Fernández Moro C, Lugassy C, Nyström H, Bozóky B, Floris G, Geyer N, Brodt P, Llado L, Van Mileghem L, De Schepper M, Majeed AW, Lazaris A, Dirix P, Zhang Q, Petrillo SK, et al.
British Journal of Cancer, Springer Nature vol. 127 (6), 988-1013.  
01-06-2022
bullet iconComplexity Reduction of Learned In-Loop Filtering in Video Coding
Bayliss W, Murn L, Izquierdo E, Zhang Q and Mrak M
2022 IEEE International Symposium on Circuits and Systems (ISCAS). vol. 00, 506-510.  
01-06-2022
bullet iconA Fully Automatic Postoperative Appearance Prediction System for Blepharoptosis Surgery with Image-based Deep Learning
Sun Y, Huang X, Zhang Q, Lee SY, Wang Y, Jin K, Lou L and Ye J
Ophthalmology Science, Elsevier vol. 2 (3) 
18-05-2022
bullet iconAGMB-Transformer: Anatomy-Guided Multi-Branch Transformer Network for Automated Evaluation of Root Canal Therapy
Li Y, Zeng G, Zhang Y, Wang J, Jin Q, Sun L, Zhang Q, Lian Q, Qian G, Xia N, Peng R, Tang K, Wang S and Wang Y
Ieee Journal of Biomedical and Health Informatics, Institute of Electrical and Electronics Engineers (Ieee) vol. 26 (4), 1684-1695.  
01-04-2022
bullet iconSex Difference in Global Burden of Major Depressive Disorder: Findings From the Global Burden of Disease Study 2019
Li S, Xu Y, Zheng L, Pang H, Zhang Q, Lou L and Huang X
Frontiers in Psychiatry, Frontiers vol. 13 
21-02-2022
bullet iconCost-Sensitive Boosting Pruning Trees for Depression Detection on Twitter
Tong L, Liu Z, Jiang Z, Zhou F, Chen L, Lyu J, Zhang X, Zhang Q, Sadka A, Wang Y, Li L and Zhou H
Ieee Transactions On Affective Computing, Institute of Electrical and Electronics Engineers (Ieee) vol. 14 (3), 1898-1911.  
25-01-2022
bullet iconDU-Net Based Unsupervised Contrastive Learning for Cancer Segmentation in Histology Images
Li Y, Wang Y, Zhou H, Wang H, Jia G and Zhang Q
In Intelligent Robotics and Applications, Springer Nature 201-210.  
01-01-2022
bullet iconCTooth: A Fully Annotated 3D Dataset and Benchmark for Tooth Volume Segmentation on Cone Beam Computed Tomography Images
Cui W, Wang Y, Zhang Q, Zhou H, Song D, Zuo X, Jia G and Zeng L
In Intelligent Robotics and Applications, Springer Nature 191-200.  
01-01-2022
bullet iconCTooth+: A Large-Scale Dental Cone Beam Computed Tomography Dataset and Benchmark for Tooth Volume Segmentation
Cui W, Wang Y, Li Y, Song D, Zuo X, Wang J, Zhang Y, Zhou H, Chong BS, Zeng L and Zhang Q
In Data Augmentation, Labelling, and Imperfections, Springer Nature 64-73.  
01-01-2022
bullet iconLight Annotation Fine Segmentation: Histology Image Segmentation Based on VGG Fusion with Global Normalisation CAM
Li Y, Wang Y, Dong L, Ye J, Wang L, Ge R, Zhou H and Zhang Q
In Computational Mathematics Modeling in Cancer Analysis, Springer Nature 121-130.  
01-01-2022
bullet iconHistology- Trained Deep Learning Methodology for Automated Coronary Plaque Component Classification in Combined Intravascular Ultrasound-Optical Coherence Tomography Images
Bajaj R, Huang X, Alves N, Weyers J, Levine M, Garg M, Maung S, Bransby K, Torii R, Krams R, Garcia-Garcia H, Mathur A, Baumbach A, Zhang Q, Courtney B and Bourantas C
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY. vol. 80 (12), B100-B100.  
01-01-2022

2021

bullet iconTCT-426 Electrocardiographically Gated Intravascular Image Segmentation Enables More Reproducible Volumetric Analysis of Atheroma Burden
Erdogan E, Huang X, Cooper J, Jain A, Ramasamy A, Bajaj R, Torii R, Moon J, Deaner A, Costa C, Garcia-Garcia HM, Tufaro V, Serruys P, Pugliese F, Mathur A, Dijkstra J, Baumbach A, Zhang Q and Bourantas C
Journal of the American College of Cardiology. vol. 78 (19) 
01-11-2021
bullet iconTrans-Attention Multiple Instance Learning for Cancer Tissue Classification in Digital Histopathology Images
Alharbi A, Wang Y and Zhang Q
Proceedings of the 6th International Conference on Biomedical Signal and Image Processing., 79-84.  
20-08-2021
bullet iconEnd‐diastolic segmentation of intravascular ultrasound images enables more reproducible volumetric analysis of atheroma burden
Erdogan E, Huang X, Cooper J, Jain A, Ramasamy A, Bajaj R, Torii R, Moon J, Deaner A, Costa C, Garcia‐Garcia HM, Tufaro V, Serruys PW, Pugliese F, Mathur A, Dijkstra J, Baumbach A, Zhang Q and Bourantas CV
Catheterization and Cardiovascular Interventions, Wiley vol. 99 (3), 706-713.  
17-08-2021
bullet iconGet Smart – technological innovations in endodontics part 2: case-difficulty assessment and future perspectives
Shah PK, Zhang Q and Chong BS
Dental Update, Mark Allen Group vol. 48 (7), 556-562.  
02-07-2021
bullet iconCANet: Context Aware Network for Brain Glioma Segmentation
Liu Z, Tong L, Chen L, Zhou F, Jiang Z, Zhang Q, Wang Y, Shan C, Li L and Zhou H
Ieee Transactions On Medical Imaging, Institute of Electrical and Electronics Engineers (Ieee) vol. 40 (7), 1763-1777.  
30-06-2021
bullet iconSRPN: similarity-based region proposal networks for nuclei and cells detection in histology images
Sun Y, Huang X, Zhou H and Zhang Q
Medical Image Analysis, Elsevier vol. 72 
21-06-2021
bullet iconAdvanced deep learning methodology for accurate, real-time segmentation of high-resolution intravascular ultrasound images
Bajaj R, Huang X, Kilic Y, Ramasamy A, Jain A, Ozkor M, Tufaro V, Safi H, Erdogan E, Serruys PW, Moon J, Pugliese F, Mathur A, Torii R, Baumbach A, Dijkstra J, Zhang Q and Bourantas CV
International Journal of Cardiology, Elsevier vol. 339, 185-191.  
18-06-2021
bullet iconGet smart – technological innovations in endodontics. Part 1: 3D imaging, 3D treatment planning and guided endodontics
Shah PK, Zhang Q and Chong BS
Dental Update vol. 48 (6), 479-484.  
02-06-2021
bullet iconToothpix: Pixel-Level Tooth Segmentation in Panoramic X-Ray Images based on Generative Adversarial Networks
Cui W, Zeng L, Chong B and Zhang Q
2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI). vol. 00, 1346-1350.  
16-04-2021
bullet iconA Cascade‐SEME network for COVID‐19 detection in chest x‐ray images
Lv D, Wang Y, Wang S, Zhang Q, Qi W, Li Y and Sun L
Medical Physics, Wiley vol. 48 (5), 2337-2353.  
29-03-2021
bullet iconA deep learning methodology for the automated detection of end-diastolic frames in intravascular ultrasound images
Bajaj R, Huang X, Kilic Y, Jain A, Ramasamy A, Torii R, Moon J, Koh T, Crake T, Parker MK, Tufaro V, Serruys PW, Pugliese F, Mathur A, Baumbach A, Dijkstra J, Zhang Q and Bourantas CV
The International Journal of Cardiovascular Imaging, Springer Nature vol. 37 (6), 1825-1837.  
15-02-2021
bullet iconGT U-Net: A U-Net Like Group Transformer Network for Tooth Root Segmentation
Li Y, Wang S, Wang J, Zeng G, Liu W, Zhang Q, Jin Q and Wang Y
In Machine Learning in Medical Imaging, Springer Nature 386-395.  
01-01-2021
bullet iconDeep learning-based image analysis for automated measurement of eyelid morphology before and after blepharoptosis surgery
Lou L, Cao J, Wang Y, Gao Z, Jin K, Xu Z, Zhang Q, Huang X and Ye J
Annals of Medicine, Taylor & Francis vol. 53 (1), 2278-2285.  
01-01-2021

2020

bullet iconPerceptual underwater image enhancement with deep learning and physical priors
Chen L, Jiang Z, Tong L, Liu Z, Zhao A, Zhang Q, Dong J and 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
bullet iconBuilding High-fidelity Human Body Models from User-generated Data
Zongyi X, Wei C, Yindi Z, Le D, Huiyu Z and Zhang Q
Ieee Transactions On Multimedia, Institute of Electrical and Electronics Engineers 
10-06-2020
bullet iconOne Shot Logo Recognition Based on Siamese Neural Networks
Vargas C, Zhang Q and Izquierdo E
Proceedings of the 2020 International Conference on Multimedia Retrieval., 321-325.  
08-06-2020
bullet iconAdversarial-Based Domain Adaptation Networks for Unsupervised Tumour Detection in Histopathology
Figueira G, Wang Y, Sun L, Zhou H and Zhang Q
2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI). vol. 00, 1284-1288.  
03-04-2020
bullet iconSU-Net and DU-Net Fusion for Tumour Segmentation in Histopathology Images
Li Y, Xu Z, Wang Y, Zhou H and Zhang Q
2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI). vol. 00, 461-465.  
03-04-2020
bullet iconSignet Ring Cells Detection in Histology Images with Similarity Learning
Sun Y, Huang X, Molina EGL, Dong L and Zhang Q
2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI). vol. 00, 490-494.  
03-04-2020

2019

bullet iconCNN and KPCA-based automated feature extraction for real-time driving pattern recognition
Xie L, Tao J, Zhang Q and Zhou H
Ieee Access vol. 7, 123765-123775.  
02-09-2019
bullet iconUS-net for robust and efficient nuclei instance segmentation
Xu Z, Sobhani F, Moro CF and Zhang Q
The IEEE International Symposium on Biomedical Imaging (ISBI). vol. 2019-April, 44-47.  
01-04-2019

2018

bullet iconApplication of Deep learning in Bone age assessment
Wang Y, Zhang Q, Han J and Jia Y
IOP Conference Series Earth and Environmental Science. vol. 199 
19-12-2018
bullet iconDetection of Breast Tumour Tissue Regions in Histopathological Images using Convolutional Neural Networks
Sun Y, Xu Z, Strell C, Moro CF, Wärnberg F, Dong L and Zhang Q
2018 IEEE International Conference on Image Processing, Applications and Systems (IPAS). vol. 00, 98-103.  
14-12-2018
bullet iconDNS: A multi-scale deconvolution semantic segmentation network for joint detection and segmentation
Feng N, Dong L, Zhang Q, Zhang N, Wu X and Chen J
INTERNATIONAL JOINT CONFERENCE ON METALLURGICAL AND MATERIALS ENGINEERING (JCMME 2018). vol. 277 
12-12-2018
bullet iconTissue Region Growing for Hispathology Image Segmentation
Xu Z, Moro CF, Kuznyecov D, Bozóky B, Dong L and Zhang Q
Proceedings of the 2018 3rd International Conference on Biomedical Imaging, Signal Processing., 86-92.  
11-10-2018
bullet iconRegion Based User-Generated Human Body Scan Registration
Xu Z and Zhang Q
IEEE International Conference on Multimedia and Expo. vol. 2018-July 
08-10-2018
bullet iconMulti-Scale Context-Aware Networks for Quantitative Assessment of Colorectal Liver Metastases
Xu Z and Zhang Q
2018 IEEE EMBS International Conference on Biomedical & Health Informatics (BHI)., 369-372.  
01-03-2018
bullet iconBoundary-aided Human Body Shape and Pose Estimation from a Single Image for Garment Design and Manufacture
Xu Z and Zhang Q
European Association for Computer Graphics - 39th Annual Conference, EUROGRAPHICS 2018 - Posters. vol. 2018-January, 29-30.  
01-01-2018

2017

bullet iconCUNet: A Compact Unsupervised Network for Image Classification
Dong L, He L, Mao M, Kong G, Wu X, Zhang Q, Cao X and Izquierdo E
Ieee Transactions On Multimedia 
28-12-2017
bullet iconVisual-Semantic Context Learning for Image Classification
Zhang Q and Izquierdo E
In Semantic Multimedia Analysis and Processing, Taylor & Francis 65-86.  
19-12-2017
bullet iconADORE: An Adaptive Holons Representation Framework for Human Pose Estimation
ZHANG Q
Ieee Transactions On Circuits and Systems For Video Technology, Institute of Electrical and Electronics Engineers 
23-05-2017
bullet iconMultilevel active registration for kinect human body scans: from low quality to high quality
Xu Z, Zhang Q and Cheng S
Multimedia Systems, Springer (Part of Springer Nature), 1-14.  
10-03-2017
bullet iconClassification of mammograms for breast cancer detection based on curvelet transform and multi-layer perceptron
Mohsin Jadoon M, Zhang Q, Ul Haq I, Jadoon A, Basit A and Butt S
Biomedical Research (India) vol. 28 (10), 4311-4315.  
08-02-2017
bullet iconCorrection: 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, Vasan SK, Catalano P, Heuchel R, Shtembari S, Del Chiaro M, Danielsson O, Björnstedt M, Löhr JM, Isaksson B, Verbeke C and Bozóky B
Plos One, Public Library of Science (Plos) vol. 12 (1) 
26-01-2017
bullet iconThree-Class Mammogram Classification Based on Descriptive CNN Features.
Jadoon MM, Zhang Q, Haq IU, Butt S and Jadoon A
Biomed Research International, Hindawi Publishing Corporation vol. 2017, 3640901-3640901.  
15-01-2017

2016

bullet iconImmunohistochemical Typing of Adenocarcinomas of the Pancreatobiliary System Improves Diagnosis and Prognostic Stratification
ZHANG Q
Plos One, Public Library of Science (Plos) 
09-11-2016
bullet iconDecomposition and Matching: Towards Efficient Automatic Chinese Character Stroke Extraction
Xu Z, Liang Y, Zhang Q, Dong L and Izquierdo E
2016 Visual Communications and Image Processing (VCIP)., 1-4.  
01-11-2016
bullet iconFORMAL REPRESENTATION OF EVENTS IN A SURVEILLANCE DOMAIN ONTOLOGY
IZQUIERDO E, Sobhani F and Chandramouli K
Ici 2016 
28-09-2016
bullet iconHolons Visual Representation for Image Retrieval
Dong L, Liang Y, Kong G, Zhang Q, Cao X and Izquierdo E
Ieee Transactions On Multimedia vol. 18 (4), 714-725.  
08-06-2016
bullet iconOptimal kernel choice for domain adaption learning
Dong L, Feng N, Quan P, Kong G, Chen X and Zhang Q
Engineering Applications of Artificial Intelligence vol. 51, 163-170.  
01-05-2016
bullet iconIs there any prognostic relevance of immunoprofiling biliopancreatic adenocarcinomas?
D'souza MA, Moro CF, Vasan K S, Bozoky B, Danielsson O, Zhang Q, Piatrik T and Isaksson B
Hpb vol. 18, e734-e734.  
19-04-2016
bullet iconLSI: Latent semantic inference for natural image segmentation
ZHANG Q
Pattern Recognition, Elsevier vol. 59, 282-291.  
13-03-2016
bullet iconA Comparative Study on Weighted Central Moment and Its Application in 2D Shape Retrieval
Shu X, Zhang Q, Shi J and Qi Y
Information, Mdpi vol. 7 (1) 
01-03-2016
bullet iconHolons Visual Representation for Image Retrieval
ZHANG Q
Ieee Transactions On Multimedia 
01-03-2016
bullet iconSymmetry-Aware Human Shape Correspondence Using Skeleton
Xu Z and Zhang Q
Lecture Notes in Computer Science. vol. 9516, 632-641.  
01-01-2016

2015

bullet iconDiscriminative Light Unsupervised Learning Network for Image Representation and Classification
Dong L, He L and Zhang Q
Proceedings of the 23rd ACM international conference on Multimedia., 1235-1238.  
13-10-2015
bullet iconAn Ontology Framework for Automated Visual Surveillance System
Sobhani F, Kahar NF and Zhang Q
2015 13th International Workshop on Content-Based Multimedia Indexing (CBMI)., 1-7.  
01-06-2015
bullet iconAction Recognition based on Subdivision-Fusion Model
Hao Z, Lu L, Zhang Q, Wu J, Izquierdo E, Yang J and Zhao J
Procedings of the British Machine Vision Conference 2015., 50.1-50.12.  
01-01-2015

2014

bullet iconAccurate Stereo 3D Point Cloud Generation Suitable for Multi-View Stereo Reconstruction
Kordelas GA, Daras P, Klavdianos P, Izquierdo E and Zhang Q
2014 IEEE Visual Communications and Image Processing Conference., 307-310.  
01-12-2014
bullet iconMultimodal Fusion in Surveillance Applications
Fernandez Arguedas V, Zhang Q and Izquierdo E
In Fusion in Computer Vision, Springer Nature 161-184.  
01-01-2014

2013

bullet iconHuman action recognition by fast dense trajectories
Hao Z, Zhang Q, Ezquierdo E and Sang N
Proceedings of the 21st ACM international conference on Multimedia., 377-380.  
21-10-2013
bullet iconA CONCISE SURVEY FOR 3D RECONSTRUCTION OF BUILDING FAÇADES
Klavdianos P, Zhang Q and Izquierdo E
, Institute of Electrical and Electronics Engineers (Ieee), 1-4.  
01-07-2013
bullet iconFuzzy Ensembles for Embedding Adaptive Behaviours in Semi-Autonomous Avatars in 3D Virtual Worlds
Wall J, Izquierdo E and Zhang Q
2013 18th International Conference on Digital Signal Processing (DSP)., 1-6.  
01-07-2013
bullet iconBLENDING REAL WITH VIRTUAL IN 3DLIFE
Apostolakis KC, Alexiadis DS, Daras P, Monaghan D, O'Connor NE, Prestele B, Eisert P, Richard G, Zhang Q, Izquierdo E, Moussa MB and Magnenat-Thalmann N
2013 14th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS)., 1-4.  
01-07-2013
bullet iconIMPROVED INDOOR SCENE GEOMETRY RECOGNITION FROM SINGLE IMAGE BASED ON DEPTH MAP
Liu Y, Lin X, Zhang Q and Izquierdo E
, Institute of Electrical and Electronics Engineers (Ieee), 1-4.  
01-06-2013
bullet iconMultifeature analysis and semantic context learning for image classification
Zhang Q and Izquierdo E
Acm Transactions On Multimedia Computing Communications and Applications, Association For Computing Machinery (Acm) vol. 9 (2), 1-20.  
01-05-2013
bullet iconPredicting User Tags in Social Media Repositories Using Semantic Expansion and Visual Analysis
Piatrik T, Zhang Q, Sevillano X and Izquierdo E
In Social Media Retrieval, Springer 143-167. Editors: Ramzan N, van Zwol R, Lee J-S, Clüver K and Hua X-S. 
01-01-2013
bullet icon3DLife - Bringing the Media Internet to Life
Zhang Q, O’Connor NE and Izquierdo E
Lecture Notes in Computer Science. vol. 7858, 339-341.  
01-01-2013
bullet iconVision Based Semantic Analysis of Surveillance Videos
Arguedas VF, Zhang Q, Chandramouli K and Izquierdo E
Studies in Computational Intelligence, Springer Nature vol. 418, 83-125.  
01-01-2013

2012

bullet iconHistology Image Retrieval in Optimised Multi-Feature Spaces
Zhang Q and Izquierdo E
Ieee Journal of Biomedical and Health Informatics, Ieee vol. 17 (1), 240-249.  
15-11-2012
bullet iconIndexing Large Online Multimedia Repositories Using Semantic Expansion and Visual Analysis
Sevillano X, Piatrik T, Chandramouli K, Zhang Q and Izquierdo E
Ieee Multimedia, Institute of Electrical and Electronics Engineers (Ieee) vol. 19 (3), 53-61.  
05-09-2012
bullet iconA multi-modal dance corpus for research into interaction between humans in virtual environments
Essid S, Lin X, Gowing M, Kordelas G, Aksay A, Kelly P, Fillon T, Zhang Q, Dielmann A, Kitanovski V, Tournemenne R, Masurelle A, Izquierdo E, O'Connor NE, Daras P and Richard G
Journal On Multimodal User Interfaces, Springer vol. 7 (1-2), 157-170.  
01-03-2012
bullet iconEnhanced Multi-view Dancing Videos Synchronisation
Lin X, Kitanovski V, Zhang Q and Izquierdo E
WIAMIS 2012 Dublin, Ireland 23 Jun 2012 - 25 Jun 2012., 1-4.  
01-01-2012
bullet iconGeo-tagging online videos using semantic expansion and visual analysis
Sevillano X, Piatrik T, Chandramouli K, Zhang Q and Izquierdo E
WIAMIS 2012 Dublin, Ireland 23 May 2012 - 25 May 2012
01-01-2012
bullet iconBayesian Multimodal Fusion in Forensic Applications
Fernandez Arguedas V, Zhang Q and Izquierdo E
Lecture Notes in Computer Science. vol. 7585, 466-475.  
01-01-2012

2011

bullet iconSemi-Automated Vision-Based Construction of Safety Models from Engineering Drawings
Zhang Q, Lin X, Papadopoulos C, Heckmann J-P, Lisagor O, Sartor V and Izquierdo E
Sae International Journal of Aerospace, Sae International vol. 4 (2), 893-899.  
01-11-2011
bullet iconOptimal combination of low-level features for surveillance object retrieval
Arguedas VF, Chandramouli K, Zhang Q and Izquierdo E
SIGMAP 2011 - Proceedings of the International Conference on Signal Processing and Multimedia Applications., 187-192.  
12-09-2011
bullet iconEnhanced visualisation of dance performance from automatically synchronised multimodal recordings
Gowing M, Kell P, O'Connor NE, Concolato C, Essid S, Lefeuvre J, Tournemenne R, Izquierdo E, Kitanovski V, Lin X and Zhang Q
ACM MM 2011 Scottsdale, Arizona 28 Nov 2011 - 1 Dec 2011., 667-670.  
01-01-2011
bullet iconMulti-feature fusion for surveillance video indexing
Fernandez Arguedas V, Zhang Q, Chandramouli K and Izquierdo E
WIAMIS 2011 Deflt, Netherlands 13 Apr 2011 - 15 Apr 2011., 1-4.  
01-01-2011
bullet iconSemantic Context Inference in Multimedia Search
Zhang Q and Izquierdo E
In The Future Internet: Future Internet Assembly 2011: Achievements and Technological Promises, Springer 391-400. Editors: Domingue J, Galis A, Gavras A, Zahariadis T, Lambert D, Cleary F, Daras P, Krco S, Müller H, Li M-S, Schaffers H, Lotz V, Alvarez F, Stiller B, Karnouskos S, Avessta S and Nilsson M. 
01-01-2011
bullet iconSemi-automated vision-based construction of safety models from engineering drawings
Zhang Q, Lin X, Papadopoulos C, Heckmann JP, Lisagor O, Sartor V and Izquierdo E
SAE Technical Papers., 893-899.  
01-01-2011

2010

bullet iconFrom mid-level to high-level: Semantic inference for multimedia retrieval
Zhang Q and Izquierdo E
SMAP 2010 Limassol, Cyprus 9 Dec 2010 - 10 Dec 2010., 70-75. Editors: Tsapatsoulis N, Theodosiou Z and Georgiou O. 
09-12-2010
bullet iconSMVC 2010 chairs' welcome
Izquierdo E, Cai Y and 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
bullet iconSession details: Virtual cloning
Zhang Q
Proceedings of the 2010 ACM workshop on Surreal media and virtual cloning
29-10-2010
bullet iconAnalysing multimedia content in social networking environments
Ramzan N, Patrikakis C, Zhang Q and Izquierdo E
SAPMIA 2010 Firenze, Italy 25 Oct 2010 - 29 Oct 2010., 73-76.  
25-10-2010
bullet iconACM workshop on surreal media and virtual cloning
Izquierdo E, Cai Y, Zhang Q and García-Herranz M
MM 2010 Firenze, Italy 25 Oct 2010 - 29 Oct 2010., 1767-1768. Editors: Del Bimbo A, Chang S-F and Smeulders AWM. 
25-10-2010
bullet iconTowards an expressive virtual tutor: an implementation of a virtual tutor based on an empirical study of non-verbal behaviour
Moussa MB, Kasap Z, Magnenat-Thalmann N, Chandramouli K, Haji Mirza SN, Zhang Q, Izquierdo E, Biperis I and Daras P
SMVC 2010 Firenze, Italy 25 Oct 2010 - 29 Oct 2010., 39-44.  
25-10-2010
bullet iconSpecial issue on Visual Information Engineering: Guest Editorial
Izquierdo E, Ho ATS, Kim HJ and Zhang Q
Journal of Multimedia, Academy Publisher vol. 5 (2), 93-94.  
01-04-2010
bullet icon3DLife: Bringing the Media Internet to Life
Izquierdo E, Piatrik T and Zhang Q
ISoLA 2010 Heraklion, Crete 18 Oct 2010 - 21 Oct 2010. vol. 6416, 13-14. Editors: Margaria T and Steffen B. 
01-01-2010
bullet iconDemonstration for the 3DLife Framework
Zhang Q and Izquierdo E
ServiceWave 2010 Ghent, Belgium 13 Dec 2010 - 15 Dec 2010. vol. 6481, 205-206. Editors: DiNitto E and Yahyapour R. 
01-01-2010
bullet iconConcept based interactive retrieval for social environment
Janjusevic T, Zhang Q, Chandramouli K and Izquierdo E
SAPMIA 2010 Firenze, Italy 25 Oct 2010 - 29 Oct 2010., 15-20.  
01-01-2010

2008

bullet iconK-Space at TRECVid 2008
Wilkins P, Byrne D, Jones GJF, Lee H, Keenan G, McGuinness K, O Connor NE, O Hare N, Smeaton AF, Adamek T, Troncy R, Amin A, Benmokhtar R, Dumont E, Huet B, Mérialdo B, Tolias G, Spyrou E, Avrithis YS, Papadopoulos G, et al.
TRECVid 2008 Gaithersburg, Maryland 1 Jan 1970., 1-10.  
01-11-2008
bullet iconCOST292 experimental framework for TRECVID 2008
Zhang Q, Chandramouli K, Damnjanovic U, Piatrik T, Tolias G, Avrithis YS, Kapsalas P, Mylonas P, Spyrou E, Mansencal B, Benois-Pineau J, Saracoglu A, Esen E, Alatan AA, Aginako N, Garcia I, Pinheiro AMG, Alexandre LA, Corvaglia M, Guerrini F, et al.
TRECVid 2008 Gaithersburg,Maryland 1 Jan 1970., 1-15. Editors: Over P, Awad G, Rose RT, Fiscus JG, Kraaij W and Smeaton AF. 
01-11-2008
bullet iconBayesian Learning and Reasoning for Context Exploitation in Visual Information Retrieval
Zhang Q and Izquierdo E
VIE 2008 Xi’an, China 29 Jul 2008 - 1 Aug 2008., 170-175.  
29-07-2008
bullet iconDescribing Objects with Multiple Features for Visual Information Retrieval and Annotation
Zhang Q and Izquierdo E
WIAMIS 2008 Klagenfurt, Austria 7 May 2008 - 9 May 2008., 80-83.  
07-05-2008
bullet iconVisual Information Retrieval
Zhang Q and Izquierdo E
In Encyclopedia of Multimedia, Springer Nature 971-977.  
01-01-2008

2007

bullet iconCombining Low-Level Features for Semantic Inference in Image Retrieval
Zhang Q and Izquierdo E
Journal On Advances in Signal Processing - Accepted 2007, Hindawi Publishing Corp. New York, Ny, United States vol. 2007 (4) 
01-12-2007
bullet iconAdaptive Salient Block Based Image Retrieval in Multi-Feature Space
Zhang Q and Izquierdo E
Signal Processing: Image Communication - Accepted 2007, Elsevier Science Inc. New York, Ny, Usa vol. 22 (6), 591-603.  
01-07-2007
bullet iconContext inference in region-based image retrieval
Zhang Q and Izquierdo E
2nd International Workshop on Semantic Media Adaptation and Personalization (SMAP 2007) London, ENGLAND 17 Dec 2007 - 18 Dec 2007., 187-192. Editors: Mylonas P, Wallace M and Angelides M. 
01-01-2007
bullet iconThe COST292 experimental framework for TRECVID 2007
Zhang Q, Chandramouli K, Damnjanovic U, Piatrik T, Izquierdo E, Corvaglia M, Adami N, Leonardi R, Yakin G, Aksoy S, Naci U, Hanjalic A, Vrochidis S, Moumtzidou A, Nikolopoulos S, Mezaris V, Makris L, Kompatsiaris I, Mansencal B, Benois-Pineau J, et al.
Text Retrieval Conference TRECVid Workshop Gaithersburg, Maryland 5 Nov 2007 - 6 Nov 2007
01-01-2007
bullet iconAdaptive Salient Block Based Image Retrieval in Multi-Feature Space
Izquierdo E and Zhang Q
Proceedings of the International Workshop on Content-Based Multimedia Indexing 2007 Bordeaux, France 25 Jun 2007 - 27 Jun 2007., 106-113.  
01-01-2007

2006

bullet iconCOST292 experimental framework for TRECVID 2006
Calic J, Kraemer P, Naci SU, Vrochidis S, Aksoy S, Zhang Q, Benois-Pineau J, Saracoglu A, Doulaverakis C, Jarina R, Campbell N, Mezaris V, Kompatsiaris I, Spyrou E, Koumoulos G, Avrithis Y, Dalkilic A, Alatan AA, Hanjalic A and Izquierdo E
TRECVid 2006 Gaithersburg,Maryland 13 Nov 2006 - 14 Nov 2006
13-11-2006
bullet iconA Bayesian Network Approach to Multi-Feature Based Image Retrieval
Zhang Q and Izquierdo E
Proceedings of the International Conference on Semantics and Digital Media Technology 2006 Athens, Greece 6 Dec 2006 - 8 Dec 2006
01-01-2006
bullet iconOptimizing Metrics Combining Low-Level Visual Descriptors for Image Annotation and Retrieval
Zhang Q and Izquierdo E
2006 IEEE International Conference on Acoustics Speed and Signal Processing Proceedings. vol. 2 
01-01-2006
bullet iconCOST292 experimental framework for TRECVID 2006
Calic J, Campbell NW, Kraemer P, Zhang Q, Izquierdo E, Benois-Pineau J, Vrochidis S, Doulaverakis C, Mezaris V, Kompatsiaris I, Spyrou E, Koumoulos G, Avrithis Y, Aksoy S, Dalkilic A, Saracoglu A, Alatan A, Naci U and Hanjalic A
TRECVID Workshop 2006 Gaithersburg, Maryland 13 Nov 2006 - 14 Nov 2006
01-01-2006
bullet iconA Multi-feature Optimization Approach to Object-based Image Classification
Zhang Q and Izquierdo E
5th Proceedings of International Conference on Image and Video Retrieval Tempe , USA 13 Jul 2006 - 15 Jul 2006., 310-319.  
01-01-2006
bullet iconOptimizing Metrics Combining Low-level Visual Descriptors for Image Annotation and Retrieval
Zhang Q and 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

bullet iconFusion of Semantic and Visual Information for Automatic Indexing and Annotation of Key Frame Images
Zhang Q, Djordjevic D and 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

Grants

solid heart iconGrants of specific relevance to the Centre for Multimodal AI
solid heart iconDeep Learning based Multispectral Image Analysis for Retinal Lesion Detection, Segmentation and Recognition
Qianni Zhang
£12,000 Royal Society
31-03-2022 - 30-09-2025
solid heart iconAnatomical And Functional Analysis Of The Soft Palate And Associated Musculature
Qianni Zhang
£132,620 BH NHS Barts Health NHS
01-01-2022 - 31-12-2025


solid heart iconKTP: Machine learning for improved graphics in sport broadcast
Ebroul Izquierdo and Qianni Zhang
£214,061 Innovate UK
31-01-2022 - 30-04-2024