Publications

Journal rankings: http://www.scimagojr.com/ (SJR-best: Q1)
Conference rankings: http://www.conferenceranks.com/ (ERA-best: A, Qualis-best: A1)
Finnish ranking (JuFo): http://www.julkaisufoorumi.fi/ (JuFo-3 is the best)

290 results

2020

  • Learning a Pile Loading Controller from Demonstrations (, , , and ), In IEEE Int. Conf. on Robotics and Automation (ICRA), . [youtube]
  • Anthropometric clothing measurements from 3D body scans (, and ), In Machine Vision and Applications, volume 31, . [pdf] [doi] [data]
  • ICface: Interpretable and Controllable Face Reenactment Using GANs. (, and ), In IEEE Winter Conference on Applications of Computer Vision (WACV), .
  • Deep Audio-Visual Saliency: Baseline Model and Data. (, , and ), In ACM Symposium on Eye Tracking Research & Applications (ETRA), .
  • Cross-dataset Color Constancy Revisited Using Sensor-to-Sensor Transfer (, and ), In British Machine Vision Conference (BMVC), . [pdf]
  • A Better Use of Audio-Visual Cues: Dense Video Captioning with Bi-modal Transformer ( and ), In British Machine Vision Conference (BMVC), . [pdf] [code]
  • Multi-Modal Dense Video Captioning ( and ), In The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, . [pdf] [code] [youtube]
  • AR-based Interaction for Human-robot Collaboration (, , , and ), In Robotics and Computer-Integrated Manufacturing, volume 63, . [doi] [youtube]

2019

  • Cross-Granularity Attention Network for Semantic Segmentation (, , and ), In ICCV Workshop on Neural Architects, . [pdf]
  • Visibility-Aware Part Coding for Vehicle Viewing Angle Estimation (, , , and ), In 9th Int. Conf. on Information Society and Technology, .
  • CNN-based Cross-dataset No-reference Image Quality Assessment (, and ), In ICCV Workshop on Learning for Computational Imaging, . [pdf]
  • UR5-robottikäden reaaliaikainen ohjaus (), Technical report, Tampere University, . [pdf]
  • Morphological Area Gradient: System-Independent Dense Tissue Segmentation in Mammography Images (, , , , , , and ), In 41st Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), .
  • Multimodal machine learning-based knee osteoarthritis progression prediction from plain radiographs and clinical data. (, , , , , , and ), In Scientific reports, volume 9, .
  • Digging Deeper Into Egocentric Gaze Prediction. (, , and ), In IEEE Winter Conference on Applications of Computer Vision (WACV), .
  • Trend Analysis in AI Research Over Time Using NLP Techniques (), Technical report, Tampere University, . [pdf]
  • Revisiting Gray Pixel for Statistical Illumination Estimation (, , , and ), In Int. Conf. on Computer Vision Theory and Applications (VISAPP), . (Nominee for the Best Student Paper Award) [pdf]
  • Beyond Wisdom of Crowds: Deep Uncertainty Coding for Apparent Age Estimation (, , and ), In IEEE 4th International Conference on Image, Vision and Computing (ICIVC), .
  • Flash Lightens Gray Pixels (, , and ), In Int. Conf. on Image Processing (ICIP), . [pdf]
  • On Finding Gray Pixel (, , and ), In IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), . [pdf] [code]
  • Anki Cozmo -ohjelmointi (), Technical report, Tampere University, . [pdf]
  • Clinical evaluation of a fully-automated parenchymal analysis software for breast cancer risk assessment: A pilot study in a Finnish sample (, , , , , and ), In European Journal of Radiology, volume 121, . [doi]
  • Micro-parenchymal patterns for breast cancer risk assessment (, , , , , , and ), In Biomedical Physics & Engineering Express, . [doi]
  • Open Framework for Mammography-based Breast Cancer Risk Assessment (, , and ), In IEEE-EMBS Int. Conf. on Biomedical and Healtch Informatics (BHI), . [pdf] [code]
  • Rethinking the Evaluation of Video Summaries. (, , and ), In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), .
  • Predicting Novel Views Using Generative Adversarial Query Network. (, , and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • DGC-Net: Dense Geometric Correspondence Network (Best paper, Honorable mention!). (, , , , and ), In IEEE Winter Conference on Applications of Computer Vision (WACV), .
  • CDTB: A Color and Depth Visual Object Tracking Dataset and Benchmark (, , , , , and ), In Int. Conf. on Computer Vision (ICCV), . [pdf] [code]
  • Portrait Instance Segmentation for Mobile Devices (, , and ), In IEEE Int. Conf. on Multimedia and Expo (ICME), . [pdf]
  • The Seventh Visual Object Tracking VOT2019 Challenge Results (, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , and ), In The IEEE International Conference on Computer Vision (ICCV) Workshops, . [pdf]
  • Reverse Imaging Pipeline for Raw RGB Image Augmentation (, and ), In Int. Conf. on Image Processing (ICIP), . [pdf]
  • Object Tracking by Reconstruction with View-Specific Discriminative Correlation Filters (, , , and ), In IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), . [pdf] [code]
  • Proof of concept of a projection-based safety system for human-robot collaborative engine assembly (, , , , , and ), In IEEE Int. Conf. on Robot & Human Interactive Communication (RO-MAN), . [pdf]
  • Neural Network Pile Loading Controller Trained by Demonstration (, and ), In IEEE Int. Conf. on Robotics and Automation (ICRA), . [pdf] [youtube]
  • MLAttack: Fooling Semantic Segmentation Networks by Multi-layer Attacks. ( and ), In German Conference on Pattern Recognition (GCPR), .
  • CIIDefence: Defeating Adversarial Attacks by Fusing Class-specific Image Inpainting and Image Denoising. ( and ), In IEEE International Conference on Computer Vision (ICCV), .
  • Performance Analysis of Single-query 6-DoF Camera Pose Estimation in Self-Driving Setups (, , and ), In Computer Vision and Image Understanding, . [pdf] [doi] [code]
  • Cumulative Attribute Space Regression for Head Pose Estimation and Color Constancy (, , , and ), In Pattern Recognition, volume 87, . [pdf] [doi]
  • Kuvan korjaaminen ilman sen näkemistä (), Technical report, Tampere University, . [pdf]
  • Visual Reward for Autonomous Driving (), Technical report, Tampere University, . [pdf]
  • Smartphone Teleoperation for Self-Balancing Telepresence Robots (, and ), In Int. Conf. on Computer Vision Theory and Applications (VISAPP), . [pdf]

2018

  • Object Detection in Equirectangular Panorama (, , , and ), In Int. Conf. on Pattern Recognition (ICPR), . [pdf] [code]
  • Learning image-to-image translation using paired and unpaired training samples. (, and ), In Asian Conference on Computer Vision (ACCV), .
  • Automatic Knee Osteoarthritis Diagnosis from Plain Radiographs: A Deep Learning-Based Approach. (, , , and ), In Scientific reports, volume 8, .
  • Summarization of user-generated sports video by using deep action recognition features. (, , , , and ), In IEEE Transactions on Multimedia, volume 20, . [doi]
  • Bottom-up attention guidance for recurrent image recognition. (, , , and ), In IEEE International Conference on Image Processing (ICIP), .
  • PIVO: Probabilistic Inertial-Visual Odometry for occlusion-robust navigation. (, , and ), In IEEE Winter Conference on Applications of Computer Vision (WACV), .
  • Inertial Odometry on Handheld Smartphones. (, , and ), In International Conference on Information Fusion (FUSION), .
  • Hierarchical Deformable Part Models for Heads and Tails (, and ), In Int. Conf. on Computer Vision Theory and Applications (VISAPP), . [pdf]
  • Focus model for metric depth estimation in standard plenoptic cameras (, and ), In ISPRS Journal of Photogrammetry and Remote Sensing, volume 144, . [pdf] [doi] [code]
  • Automated video face labelling for films and TV material. (, , and ), In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), volume , . [doi]
  • Efficient and Robust Methods for Audio and Video Signal Analysis (), PhD thesis, Tampere University of Technology, . [pdf]
  • Cascade of Boolean detector combinations (, and ), In EURASIP Journal on Image and Video Processing, volume 61, . [doi]
  • Real-time human pose estimation with convolutional neural networks. (, and ), In International Conference on Computer Vision Theory and Applications (VISAPP), .
  • Evaluation of Visual Object Trackers on Equirectangular Panorama (, , and ), In Int. Conf. on Computer Vision Theory and Applications (VISAPP), . [pdf]
  • Depth Masked Discriminative Correlation Filter (, , , and ), In Int. Conf. on Pattern Recognition (ICPR), . (Nominee for the Best Industry Related Paper Award) [pdf]
  • How to Make an RGBD Tracker? (, and ), In European Conference on Computer Vision (ECCV) Workshop on Visual Object Tracking, . [pdf] [code]
  • Depth-sensor-projector safety model for human-robot collaboration (, , , , and ), In IEEE/RSJ Int. Conf. on Intelligent Robots and Systems (IROS) Workshop on Robotic Co-workers 4.0, . [pdf]
  • Review of vision-based safety systems for human-robot collaboration (, , , , and ), In Procedia CIRP – 51st CIRP Conf. on Manufacturing Systems, . [doi]
  • 360 Panorama Super-Resolution Using Deep Convolutional Networks (, and ), In Int. Conf. on Computer Vision Theory and Applications (VISAPP), . [pdf]
  • ADVIO: An authentic dataset for visual-inertial odometry. (, , and ), In European Conference on Computer Vision (ECCV), .
  • Convolutional Low-Resolution Fine-Grained Classification (, , and ), In Pattern Recognition Letters, . [pdf] [doi]
  • Keyframe-Based Video Sumarization with Human in the Loop (, , and ), In Int. Conf. on Computer Vision Theory and Applications (VISAPP), . [pdf]

2017

  • Identity-aware Convolutional Neural Networks for Facial Expression Recognition (, and ), In Journal of Systems Engineering and Electronics, volume 28, . [pdf] [doi]
  • Dominant Convolutional Feature Channels for Image Subcategory Clustering (), Master’s thesis, Tampere University of Technology, . [pdf]
  • Hierarchical Sliding Slice Regression for Vehicle Viewing Angle Estimation (, , , and ), In IEEE Transactions on Intelligent Transportation Systems, . [pdf] [doi]
  • Hierarchical regression learning for car pose estimation (), Master’s thesis, University of Tampere, . [pdf]
  • Cross-granularity graph inference for semantic video object segmentation (, , and ), In Int. Joint Conf. on Artificial Intelligence (IJCAI), . [pdf]
  • A novel method for automatic localization of joint area on knee plain rediographs. (, , and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • Video event classification using 3D convolutional neural networks (), Master’s thesis, Tampere University of Technology, . [pdf]
  • Exploiting inter-image similarity and ensemble of extreme learners for fixation prediction using deep features. (, , and ), In Neurocomputing, volume 244, .
  • Improvement of Deep Learning Models on Classification Tasks Using Haar Transform and Model Ensemble (), Technical report, Häme University of Applied Sciences, . [pdf]
  • The World of Fast Moving Objects (, , , and ), In IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), . [pdf]
  • Recurrent Color Constancy (, , , and ), In Int. Conf. on Computer Vision (ICCV2017), . [pdf] [code]
  • Region-based Depth Recovery for Highly Sparse Depth Maps ( and ), In Int. Conf. on Image Processing (ICIP2017), . [pdf]
  • Fine-grained video retrieval for multi-clip video. (, , and ), In Closing the Loop Between Vision and Language ICCV Workshop (ICCV-CLVL), .
  • Relative camera pose estimation using convolutional neural networks. (, , and ), In International Conference on Advanced Concepts for Intelligent Vision Systems (ACIVS), .
  • Image-based Localization using Hourglass Networks. (, , and ), In Geometry Meets Deep Learning ICCV Workshop (ICCVW), .
  • Universal Robotics -käsivarren ohjaus Kinectillä (), Technical report, Tampere University of Signal Processing, . [pdf] [code]
  • Robustifying Correspondence Based 6D Object Pose Estimation (, , , and ), In IEEE Int. Conf. on Robotics and Automation (ICRA), . [pdf]
  • Spectral Attribute Learning for Visual Regression (, , and ), In Pattern Recognition, volume 66, . [pdf] [doi]
  • Estimation of Flow Turbulence Metrics With a Lateral Line Probe and Regression (, , , , , , and ), In IEEE Transactions on Instrumentation and Measurements, volume 66, . [pdf] [doi]
  • Urban 3D Segmentation and Modelling From Street View Images and LiDAR Point Clouds (, , and ), In Machine Vision and Applications, volume 28, . [pdf] [doi]

2016

  • Design and application of a fish-shaped lateral line probe for flow measurement (, , , , , , and ), In Review of Scientific Instruments, volume 87, . [doi]
  • Joint Estimation of bulk flow velocity and angle using a lateral line probe (, , , and ), In IEEE Transactions on Instrumentation and Measurements, volume 65, . [pdf] [doi]
  • Terrain navigation in the magnetic landscape: Particle filtering for indoor positioning. (, , and ), In European Navigation Conference (ECN), .
  • Structured Deep Learning for Fine-grained Visual Classification (), Master’s thesis, Tampere University of Technology, . [pdf]
  • Deep Structured-Output Regression Learning for Computational Color Constancy (, , , and ), In 23rd Int. Conf. on Pattern Recognition (ICPR2016), . [pdf]
  • Dense 3D Models From a Single RGB-D View (), Master’s thesis, Tampere University of Technology, . [pdf]
  • Learning joint representations of videos and sentences with web image search. (, , , and ), In Web-scale Vision and Social Media ECCV Workshop (ECCV-WS), .
  • Video summarization using deep semantic features. (, , , and ), In Asian Conference on Computer Vision (ACCV), .
  • Image patch matching using convolutional descriptors with Euclidean distance. (, and ), In Interpretation and Visualization of Deep Neural Nets ACCV Workshop, .
  • Siamese network features for image matching. (, and ), In International Conference on Pattern Recognition (ICPR), .
  • Cascade processing for speeding up sliding window sparse classification (, , and ), In European Signal Processing Conference (EUSIPCO), . [pdf]
  • Incremental Convolutional Neural Network Training (, , , , , and ), In ICPR 1st Int. Workshop on Deep Learning for Pattern Recognition, . [pdf] [code]
  • Robust loop closures for scene reconstruction by combining odometry and visual corre-spondences. (, , , and ), In IEEE International Conference on Image Processing (ICIP), .
  • On the contribution of saliency in visual tracking. (, , and ), In International Conference on Computer Vision Theory and Applications (VISAPP), .
  • Car Type Recognition with Deep Neural Networks (, and ), In IEEE Intelligent Vehicles Symposium, .
  • A Comparison of Feature Detectors and Descriptors for Object Class Matching (, , , and ), In Neurocomputing, volume 184, . [pdf] [doi]
  • Visualizing retinal vessel dynamics of young type 1 diabetic patients using self-organizing map (, and ), In Acta Ophthalmologica, volume 94, . [doi]
  • Pedestrian Density Analysis in Public Scenes with Spatio-Temporal Tensor Features ( and ), In IEEE Transactions on Intelligent Transportation Systems, volume 17, . [pdf] [doi]
  • Facial Age Estimation Using Robust Label Distribution (, and ), In ACM Multimedia Conference (ACMMM), . [pdf]
  • Learning with Ambiguous Label Distribution for Apparent Age Estimation ( and ), In Asian Conference on Computer Vision (ACCV), . [pdf]
  • Comprehensive Automated 3D Urban Environment Modelling Using Terrestrial Laser Scanning Point Cloud (, , and ), In IEEE Conf. on Computer Vision and Pattern Recognition (CVPR) Workshop on Large Scale 3D Data, . [pdf]
  • Video Summarization with Key Frames (), Master’s thesis, Tampere University of Technology, .

2015

  • Online measurement of the bubble size distribution in medium-consistency oxygen delignification. ( and ), In Appita Journal, volume 68, .
  • Hydrodynamic Classification of Natural Flows Using an Artificial Lateral Line and Frequency Domain Features (, , , , and ), In 36th IAHR World Congress, .
  • Analysis of sampling techniques for learning binarized statistical image features using fixations and salience. (, and ), In European Conference on Computer Vision – workshop (ECCV-WS), .
  • Adaptive Kalman filtering and smoothing for gravitation tracking in mobile systems. (, , and ), In Indoor Positioning and Navigation Conference (IPIN), .
  • Unsupervised Visual Alignment with Similarity Graphs (, and ), In IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), . [pdf] [code]
  • Kamerapohjainen paikannus (), Technical report, Tampere University of Signal Processing, . [pdf]
  • Generative Part-Based Gabor Object Detector ( and ), In Pattern Recognition Letters, volume 68, . [pdf]
  • Generative Part-Based Gabor Object Detector (), PhD thesis, Lappeenranta University of Technology, . [pdf]
  • Flow feature extraction for underwater robot localization: preliminary results (, , , , and ), In IEEE Int. Conf. on Robotics and Automation (ICRA), . [pdf]
  • Incremental Learning in Deep Neural Networks (), Master’s thesis, Tampere University of Technology, .
  • Online face recognition system based on local binary patterns and facial landmark tracking. (, and ), In Advanced Concepts for Intelligent Vision Systems (ACIVS), .
  • Local Features for Visual Object Class Matching and Video Scene Detection (), Master’s thesis, Tampere University of Technology, .
  • Computer Vision for Head Pose Estimation: Review of a Competition (, , , , , , , and ), In Scandinavian Conf. on Image Analysis (SCIA2015), . [pdf]
  • Visualizing Retinal Vessel Dynamics Using Self-Organizing Map (), Technical report, Tampere University of Signal Processing, .
  • Progressive Visual Object Detection with Positive Training Examples Only (, and ), In Scandinavian Conf. on Image Analysis (SCIA2015), . [pdf]
  • Automated Super-Voxel Based Features Classification of Urban Environments by Integrating 3D Point Cloud and Image Content (, , and ), In IEEE Int. Conf. on Signal and Image Processing Applications, . [pdf]

2014

  • Comparison of appearance-based and geometry-based bubble detectors (, , , , and ), In International Conference on Computer Vision and Graphics (ICCVG 2014), . [pdf]
  • Image-based characterization of the pulp flows. ( and ), In the 9th Open German-Russian Workshop on Pattern Recognition and Image Understanding (OGRW 2014), .
  • Understanding objects in detail with fine-grained attributes. (, , , , , , , , , , , , and ), In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), .
  • Live RGB-D Camera Tracking for Television Production Studios (, and ), In Journal of Visual Communication and Image Representation, volume 25, . [pdf]
  • Emotional valience recognition, analysis of salience and eye movements. (, and ), In International Conference on Pattern Recognition (ICPR), .
  • Analysis of sampling techniques for learning binarized statistical image features using fixations and salience. (, and ), In ECCV 2014 Second International Workshop of Computer Vision With Local Binary Patterns Variants, .
  • Total Cluster: A person agnostic clustering method for broadcast videos. (, , , , and ), In Indian Conference on Computer Vision (ICVGIP), .
  • Discovering Multi-Relational Latent Attributes by Visual Similarity Networks (, and ), In Asian Conf. on Computer Vision (ACCV) Workshop on Feature and Similarity, . [pdf]
  • Unsupervised Alignment of Objects in Images (), Master’s thesis, Tampere University of Technology (TUT), . [pdf]
  • Learning Generative Models of Object Parts from A Few Positive Examples (, and ), In 22th Int. Conf. on Pattern Recognition (ICPR2014), . [pdf]
  • Density-Aware Part-Based Object Detection with Positive Examples (, and ), In 22th Int. Conf. on Pattern Recognition (ICPR2014), . [pdf]
  • Generating object segmentation proposals using global and local search. (, and ), In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), .
  • Lifelog Scene Change Detection Using Cascades of Audio and Video Detectors (, and ), In Asian Conf. on Computer Vision (ACCV) Workshop on Intelligent Mobile and Egocentric Vision, . [pdf]
  • A malaria diagnostic tool based on computer vision screening and visualization of plas-modium falciparum candidate areas in digitized blood smears. (, , , , , , , and ), In PLoS ONE, volume 9, .
  • Local Features in Image and Video Processing – Object Class Matching and Video Shot Detection (), PhD thesis, Lappeenranta University of Technology, . [pdf]
  • Guest Editorial: Best of 18th Scandinavian Conference On Image Analysis 2013 ( and ), In Pattern Recognition Letters, volume 49, .
  • A 3D Map Augmented Photo Gallery Application on Mobile Device (, , , and ), In 21st Int. Conf. on Image Processing (ICIP2014), . [pdf]
  • Indoor Objects and Outdoor Urban Scenes Recognition by 3D Visual Primitives (, , and ), In Asian Conf. on Computer Vision (ACCV) Workshop on Big Data in 3D Computer Vision, . [pdf]
  • Learning to Count with Back-Propagated Information ( and ), In 22th Int. Conf. on Pattern Recognition (ICPR2014), . [pdf]
  • An O(n log n) cutting plane algorithm for structured output ranking. (, and ), In German Conference on Pattern Recognition (GCPR), .

2013

  • 18th Scandinavian Conf. on Image Analysis, (J.-K. Kämäräinen, M. Koskela, eds.), Springer, . [pdf]
  • RGB-D Tracking and Reconstruction for TV Broadcasts (, , and ), In Int. Conf. on Computer Vision Theory and Applications (VISAPP), . [pdf]
  • Photorealistic 3D Mapping of Indoors by RGB-D Scanning Process (, and ), In IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), . [pdf]
  • Real-Time Image-Based RGB-D Camera Motion Tracking and Environment Mapping (), PhD thesis, Lappeenranta University of Technology, . [pdf]
  • Saliency detection using joint temporal and spatial decorrelation. (, and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • Temporal saliency for fast background subtraction. (, and ), In Asian Conference on Computer Vision (ACCV) workshops, Part I (BMC), LNCS 7728, .
  • Stochastic bottom-up fixation prediction and saccade generation. (, and ), In Image and Vision Computing (IVC), volume 31, .
  • Supervised Object Class Colour Normalisation (, , and ), In Scandinavian Conf. on Image Analysis (SCIA2013), . [pdf]
  • Video Shot Boundary Detection Using Visual Bag-of-Words ( and ), In Int. Conf. on Computer Vision Theory and Applications (VISAPP), . [pdf]
  • Unsupervised visual object categorisation with BoF and spatial matching (, , , and ), In Scandinavian Conf. on Image Analysis (SCIA2013), . [pdf]
  • Constructing Benchmark Databases and Protocols for Medical Image Analysis: Diabetic Retinopathy (, , , , , and ), In Computational and Mathematical Methods in Medicine, volume 2013, . [pdf]
  • Local phase quantization for blur insensitive texture description. (, and ), Chapter in Local Binary Patterns: New Variants and Application, Springer, .
  • Automatic dynamic texture segmentation using local descriptors and optical flow. (, , , and ), In IEEE transactions on Image Processing (TIP), volume 22, .
  • Pose Estimation Using a Hierarchical 3D Representation of Contours and Surfaces (, , and ), In Int. Conf. on Computer Vision Theory and Applications (VISAPP), . [pdf]
  • Pose Estimation Using Local Structure-Specific Shape and Appearance Context (, , , and ), In IEEE Int. Conf. on Robotics and Automation (ICRA), . [pdf]
  • Non maximal suppression in cascaded ranking models. (, and ), In Scandinavian Conference on Image Analysis (SCIA), .

2012

  • Federated Computer Science Event, (S. Tarkoma, J.-K. Kamarainen, T. Pahikkala, eds.), Unigrafia, . [pdf]
  • BSIF: binarized statistical image features. ( and ), In International Conference on Pattern Recognition (ICPR), .
  • Local phase quantization for blur-insensitive image analysis. (, , and ), In Image and Vision Computing (IVC), volume 30, .
  • Identification of tumor epithelium and stroma in tissue microarrays using texture analysis. (, , , , , , , and ), In Diagnostic Pathology, volume 7, .
  • A comparison of local feature detectors and descriptors for visual object categorization by intra-class repeatability and matching (, and ), In 21th Int. Conf. on Pattern Recognition (ICPR2012), . [pdf]
  • Visual Saliency and Categorisation of Abstract Images (, , , and ), In 21th Int. Conf. on Pattern Recognition (ICPR2012), . [pdf]
  • Unsupervised Object Discovery via Self-Organisation (, , and ), In Pattern Recognition Letters, volume 33, . [pdf]
  • A Framework for Constructing Benchmark Databases and Protocols for Retinopathy in Medical Image Analysis (, , , , , and ), In Workshop on Intelligence Science and Intelligent Data Engineering (IScIDE), . [pdf]
  • Combining Multiple Image Segmentations by Maximizing Expert Agreement (, and ), In MICCAI Workshop on Machine Learning in Medical Imaging, . [pdf]
  • Gabor Features in Image Analysis (), In Int. Conf. on Image Processing Theory, Tools and Applications (IPTA2012), . [pdf]
  • From Full-Reference to No-Reference in Quality Assessment of Printed Images (, , and ), In Federated Computer Science Event, . [pdf]
  • Discriminative co-segmentation method for image classification. (, , , and ), In European Conference on Computer Vision (ECCV), .

2011

  • Fast and efficient saliency detection using sparse sampling and kernel density estimation. (, and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • Learning a Category Independent Object Detection Cascade. (, and ), In IEEE International Conference on Computer Vision (ICCV), .
  • Volume local phase quantization for blur-insensitive dynamic texture classification. (, and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • Segmentation based watermark recovery from a dual layer hologram with a digital camera. (, , and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • Projector calibration by “inverse camera calibration” (, and ), In Scandinavian Conf. on Image Analysis (SCIA2011), . [pdf]
  • Local Feature Based Unsupervised Alignment of Object Class Images ( and ), In British Machine Vision Conference (BMVC2011), . [pdf]
  • Facial Feature Representation (, and ), Chapter in Handbook of Face Recognition, Springer, . [pdf]
  • Real-time detection of landscape scenes. (, , , and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • Bayesian network model of overall print quality: construction and structural optimisation (, , , , , and ), In Pattern Recognition Letters, volume 32, . [pdf]
  • Thresholding based detection of fine and sparse details (, , , and ), In Frontiers of Electrical and Electronic Engineering in China, volume 6, .

2010

  • Compressing sparse feature vectors using random ortho-projections. (, and ), In International Conference on Pattern Recognition (ICPR), .
  • Segmenting salient objects from images and videos. (, , and ), In European Conference on Computer Vision (ECCV), .
  • Narrow Baseline GLSL Multiview Stereo ( and ), In 3D Data Processing, Visualization and Transmission (3DPVT), . [pdf] [code]
  • Unsupervised Visual Object Categorisation via Self-Organisation (, , and ), In 20th Int. Conf. on Pattern Recognition (ICPR2010), . [pdf]
  • Making Visual Object Categorization More Challenging: Randomized Caltech-101 Data Set (, , , and ), In 20th Int. Conf. on Pattern Recognition (ICPR2010), . [pdf]
  • Learning and Detection of Object Landmarks in Canonical Object Space ( and ), In 20th Int. Conf. on Pattern Recognition (ICPR2010), . [pdf]
  • Improved blur insensitivity for decorrelated local phase quantization. (, and ), In International Conference on Pattern Recognition (ICPR), .
  • The structural form in image categorization. (, and ), In International Conference on Computer Vision Theory and Applications (VISAPP), .
  • Full Reference Printed Image Quality: Measurement Framework and Statistical Evaluation (, , , , , , and ), In Journal of Imaging Science and Technology (JIST), volume 54, . (Charles E. Ives Journal Award for the best paper) [pdf]

2009

  • Affine invariant features in pattern recognition. ( and ), Chapter in Handbook of Pattern Recognition and Computer Vision, World Scientific, .
  • A simple and efficient saliency detector for background subtraction. ( and ), In Workshop on Visual Surveillance (ICCV-VS), .
  • Applying visual object categorization and memory colors for automatic color constancy. (, , , and ), In International Conference on Image Analysis and Processing (ICIAP), .
  • Image Based Quantitative Mosaic Evaluation with Artificial Video (, and ), In Scandinavian Conf. on Image Analysis (SCIA2009), . [pdf]
  • Bag-of-Features Codebook Generation by Self-Organisation (, , and ), In 7th Int. Workshop on Self-Organizing Maps (WSOM2009), .
  • The role of model-based illumination correction in processing colour eye fundus images (, , , , , , , , , and ), In Medical Physics and Biomedical Engineering World Congress (WC2009), .
  • Fusion of multiple expert annotations and overall score selection for medical image diagnosis (, , , , , , and ), In Scandinavian Conf. on Image Analysis (SCIA2009), . [pdf]
  • Dense and deformable motion segmentation for wide baseline images. (, , and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • Experimental Study on Fast 2D Homography Estimation from a Few Point Correspondences ( and ), Technical report 111, Department of Information Technology, Lappeenranta University of Technology, . [pdf]
  • Framework for Applying Full Reference Digital Image Quality Measures to Printed Images (, , and ), In Scandinavian Conf. on Image Analysis (SCIA2009), .

2008

  • Detection of irregularities in regular patterns (, , and ), In Machine Vision and Applications, volume 19, . [pdf]
  • Towards online 3D reconstruction (, and ), In ECCV Workshop on Vision in Action, . [pdf]
  • Rotation invariant blur insensitive texture analysis using local phase quantization. ( and ), In International Conference on Pattern Recognition (ICPR), .
  • Object recognition and segmentation by non-rigid quasi-dense matching. (, , and ), In IEEE Conference on Computer Vision and Pattern Recognition (CVPR), .
  • Image feature localization by multiple hypothesis testing of Gabor features (, , , , and ), In IEEE Transactions on Image Processing, volume 17, . [pdf]
  • Is there hope for predicting human visual quality experience? (, , , , , , and ), In IEEE Int. Conf. on Systems, Man and Cybernetics, .
  • Finding best measurable quantities for predicting human visual quality experience (, , , , , , and ), In IEEE Int. Conf. on Systems, Man and Cybernetics, .
  • Recognition of blurred faces using local phase quantization. (, , and ), In International Conference on Pattern Recognition (ICPR), .

2007

  • A multiscale framework for affine invariant pattern recognition and registration. (), .
  • Affine registration using multiscale approach. (, and ), In Finnish Signal Processing Symposium (FINSIG), .
  • Nonlinear functionals in the construction of affine invariants. (, and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • Real-Time On-Screen Mosaic Rendering (, , , and ), In Finnish Signal Processing Symposium, .
  • Image Based Quantitative Mosaic Evaluation with Artificial Video (, and ), Technical report 106, Department of Information Technology, Lappeenranta University of Technology, .
  • Goniometric Imaging of Paper Gloss (, , , , and ), In IAPR Conf. on Machine Vision Applications, .
  • Asiantuntijatiedon käyttö silmänpohjakuvien automaattisessa tulkinnassa (, , , , , , , and ), In , .
  • DIARETDB1 diabetic retinopathy database and evaluation protocol (, , , , , , , , and ), In Medical Image Understanding and Analysis (MIUA2007), .
  • The DIARETDB1 diabetic retinopathy database and evaluation protocol (, , , , , , , , and ), In British Machine Vision Conference (BMVC2007), volume 1, .
  • Local and Global Gabor Features for Object Recognition (, and ), In Pattern Recognition and Image Analysis, volume 17, .
  • Object Localisation Using Generative Probability Model for Spatial Constellation and Local Image Features (, , , , and ), In ICCV Workshop on Non-Rigid Registration and Tracking Through Learning, . [pdf]
  • Fast extraction of multi-resolution Gabor features (, and ), In 14th International Conference on Image Analysis and Processing, .
  • Visual Print Quality Evaluation Using Computational Features (, , and ), In 3rd Int. Symposium on Visual Computing, .
  • Object class detection using local image features and point pattern matching constellation search (, , , and ), In Scandinavian Conf. on Image Analysis (SCIA2007), .

2006

  • Minimum error contrast enhancement (, , , and ), Technical report 102, Department of Information Technology, Lappeenranta University of Technology, .
  • Automating visual inspection of print quality (, , , and ), In Int. Conf. on Image Analysis and Recognition, volume 2, .
  • Detecting irregularities in regular patterns (, , and ), In 18th Int. Conf. on Pattern Recognition (ICPR2006), .
  • Properties of patch based approaches for recognition of visual object classes. (, , and ), In German Conference on Pattern Recognition (DAGM), .
  • Measuring Translation Shiftability of Frames (, , and ), In Computers & Mathematics with Applications, volume 52, .
  • Model Based Generation of Random Stimuli and Parameter Analysis for Print Unevenness Evaluation (, , and ), In Proc. of the 29th European Conference on Visual Perception, .
  • A new convexity measure based on a probabilistic interpretation of images. (, and ), In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), volume 28, .
  • A new affine invariant image transform based on ridgelets. (, and ), In British Machine Vision Conference (BMVC), .
  • Multiscale autoconvolution histograms for affine invariant pattern recognition. (, and ), In British Machine Vision Conference (BMVC), .
  • Generalized affine moment invariants for object recognition. (, , and ), In International Conference on Pattern Recognition (ICPR), .
  • Feature Representation and Discrimination Based on Gaussian Mixture Model Probability Densities – Practices and Algorithms (, , and ), In Pattern Recognition, volume 39, . [pdf] [code]
  • Toward systemized collection of expert knowledge for fundus images in diabetic retinopathy (, , , , , , and ), In Engineering the Eye II: Imaging the Retina, .
  • Invariance Properties of Gabor Filter Based Features – Overview and Applications (, and ), In IEEE Transactions on Image Processing, volume 15, . [pdf]
  • Gaussian mixture pdf in one-class classification: computing and utilizing confidence values (, , and ), In 18th Int. Conf. on Pattern Recognition (ICPR), . [pdf]
  • Toward Automatic Forecasts for Diffusion of Innovations (, , and ), In Technological Forecasting & Social Change, volume 73, . [pdf]
  • Object categorization using self-organization over visual appearance ( and ), In Int. Joint Conf. on Neural Networks (IJCNN2006), .

2005

  • Detection of Irregularities in Regular Dot Patterns (, , and ), In IAPR Conf. on Machine Vision Applications, .
  • Detection of irregularities in regular dot patterns (, , and ), Technical report 93, Lappeenranta University of Technology, Department of Information Technology, .
  • Mottling Assessment of Solid Printed Areas and Its Correlation to Perceived Uniformity (, , , and ), In 14th Scandinavian Conf. of Image Analysis (SCIA2005), .
  • Quantified and Perceived Unevenness of Solid Printed Areas (, , and ), In 10th Iberoamerican Congress on Pattern Recognition, .
  • A new efficient method for producing global affine invariants. (, and ), In International Conference on Image Analysis and Processing (ICIAP), .
  • Affine invariant pattern recognition using multiscale autoconvolution. (, and ), In IEEE transactions on pattern recognition and machine intelligence (TPAMI), volume 27, .
  • Feature Representation and Discrimination Based on Gaussian Mixture Model Probability Densities – Practices and Algorithms (, , and ), Technical report 95, Department of Information Technology, Lappeenranta University of Technology, . [code]
  • Affine registration with multi-scale autoconvolution. (, and ), In International Conference on Image Processing (ICIP), .
  • A new method for affine registration of images and point sets. (, , and ), In Scandinavian Conference on Image Analysis (SCIA), .
  • Fundamental Frequency and Global Gabor Features (, and ), In Pattern Recognition and Image Analysis, volume 15, .
  • Object Evidence Extraction Using Simple Gabor Features and Statistical Ranking (, , , , and ), In 14th Scandinavian Conf. of Image Analysis (SCIA2005), .
  • Intelligent Information Processing: Machine Vision and Pattern Recognition Applications ( and ), In Pattern Recognition and Image Analysis, volume 15, .
  • Toward Automatic Motor Condition Diagnosis (, , , , , and ), In 14th Scandinavian Conf. of Image Analysis (SCIA2005), .
  • Diagnosis Tool for Motor Condition Monitoring (, , , and ), In IEEE Transactions on Industry Applications, volume 41, . [pdf]
  • Efficient computation of Gabor features (, and ), Technical report 100, Department of Information Technology, Lappeenranta University of Technology, .
  • Feature-based affine-invariant localization of faces (, , , , and ), In IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), volume 27, . [pdf]
  • Automated Pattern Recognition for the Detection of Diabetic Changes in Digital Fundus Images (, , , and ), In ARVO 2005 Annual Meeting, .
  • Thresholding Based Detection of Fine and Sparse Details (, , and ), In IAPR Conf. on Machine Vision Applications, . [pdf]
  • Thresholding Based Detection of Fine and Sparse Details (, , and ), Technical report 99, Department of Information Technology, Lappeenranta University of Technology, .

2004

  • Measuring Shiftability of Frames of Regular Translates (, , and ), In 6th Nordic Signal Processing Symposium, .
  • Object recognition using multi-scale autoconvolution. (), .
  • Object classification with multi-scale autoconvolution. ( and ), In International Conference on Pattern Recognition (ICPR), .
  • Convexity recognition using multi-scale autoconvolution. (, and ), In International Conference on Pattern Recognition (ICPR), .
  • Simple Gabor Feature Space for Invariant Object Recognition (, and ), In Pattern Recognition Letters, volume 25, . [pdf]
  • Fundamental Frequency and Global Gabor Features (, and ), In 7th Int. Conf. on Pattern Recognition and Image Analysis: New Information Technologies, volume 1, .
  • PAPVISION: Paper and Board Printability Tests by Machine Vision in the Paper Making and Printing Industry (, , , , , and ), In ECCV Workshop on Applications of Computer Vision, .
  • Intelligent Information Processing: Machine Vision and Pattern Recognition Applications ( and ), In 7th Int. Conf. on Pattern Recognition and Image Analysis: New Information Technologies, volume 3, .
  • Affine-Invariant Face Detection and Localization Using GMM-based Feature Detector and Enhanced Appearance Model (, , , and ), In 6th Int. Conf. on Automatic Face and Gesture Recognition (FG2004), .

2003

  • Bearing Damage Detection Based on Statistical Discrimination of Stator Current (, , , and ), In 4th IEEE Int. Symposium on Diagnostics for Electric Machines, Power Electronics and Drives, .
  • Simple Gabor Feature Space for Invariant Object Recognition ( and ), Technical report 83, Lappeenranta University of Technology, Department of Information Technology, .
  • Simple Gabor Feature Space for Invariant Object Recognition ( and ), In 5th Int. Conf. on Advanced Concepts for Intelligent Vision Systems Theory and Applications, .
  • Statistical Signal Discrimination for Condition Diagnosis (, , , and ), In Finnish Signal Processing Symposium, .
  • Improving Similarity Measures of Histograms Using Smoothing Projections (, and ), In Pattern Recognition Letters, volume 24, .
  • Feature Extraction Using Gabor Filters (), PhD thesis, Lappeenranta University of Technology, . [pdf]
  • The Global Diffusion of Internet and Wireless Subscriptions: A Neural Network Approach (, , and ), In , .
  • Differential Evolution Training Algorithm for Feed-Forward Neural Networks (, and ), In Neural Processing Letters, volume 17, . [pdf]
  • Hypotheses-driven affine invariant localization of faces in verification systems (, , and ), In 4th Int. Conf. on the Audio- and Video-Based Biometric Person Authentication (AVBPA2003), .

2002

  • Forecasting the Critical Mass of Wireless Communications (, , and ), In Australian and New Zealand Marketing Academy Conf., .
  • Signal Discrimination Based on Power Spectrum of Filter Response (, and ), Technical report 80, Lappeenranta University of Technology, Department of Information Technology, .
  • Invariant Gabor Features for Face Evidence Extraction (, , , and ), In IAPR Workshop on Machine Vision Applications, . [pdf]
  • Robustness of Gabor Feature Parameter Selection (, and ), In IAPR Workshop on Machine Vision Applications, .
  • Noise Tolerant Object Recognition Using Gabor Filtering (, and ), In 14th Int. Conf. on Digital Signal Processing, volume 2, .
  • Fundamental Frequency Gabor Filters for Object Recognition (, and ), In 16th Int. Conf. on Pattern Recognition (ICPR2002), volume 1, .
  • Gabor Features for Invariant Object Recognition (, and ), Technical report 79, Lappeenranta University of Technology, Department of Information Technology, .
  • Fundamental Frequency Gabor Filters for Object Recognition (, and ), Technical report 78, Lappeenranta University of Technology, Department of Information Technology, .
  • Automatic Detection and Recognition of Hazardous Chemical Agents (, , and ), In 14th Int. Conf. on Digital Signal Processing, volume 2, .

2001

  • Neural Prediction of Hydrogen in Vacuum Tank Degassing (, , and ), In Iron & Steelmaker, volume 28, .
  • Content-Based Image Matching Using Gabor Filtering (, and ), In 3rd Int. Conf. on Advanced Concepts for Intelligent Vision Systems Theory and Applications, .
  • Invariant Shape Recognition using Global Gabor Features (, and ), In 12th Scandinavian Conf. on Image Analysis (SCIA2001), .
  • Similarity Measures for Ordered Histograms (, and ), In 12th Scandinavian Conf. on Image Analysis (SCIA2001), .

2000

  • Invariant Shape Recognition using Global Gabor Features (, and ), Technical report 72, Lappeenranta University of Technology, Department of Information Technology, .
  • Visual Quality Control of the Vacuum Tank Degassing (, , and ), In IFAC Workshop on Future Trends in Automation in Mineral and Metal Processing, .
  • Neural Prediction of Hydrogen in Vacuum Tank Degassing (, , and ), In 58th Electric Furnace Conference and 17th Process Technology Conf., .

1999

  • Teräksen vakuumikäsittelyn visuaalinen laadunarviointi (), Master’s thesis, Lappeenranta University of Technology, .