Jorma Laaksonen
Senior University Lecturer
T313 Dept. Computer Science
Senior University Lecturer
Full researcher profile
https://research.aalto.fi/...
Utmärkelser
Best Paper Award
Award or honor granted for a specific work
Department of Computer Science
Jan 2017
Best Practice Award of Microsoft Multimedia Grand Challenge in ACM Multimedia Conference
Award or honor granted for a specific work
Department of Computer Science
Oct 2016
Forskningsgrupp
- Computer Science Lecturers, Senior University Lecturer
- Computer Science - Artificial Intelligence and Machine Learning (AIML), Senior University Lecturer
- Computer Science - Human-Computer Interaction and Design (HCID), Senior University Lecturer
- Computer Science - Visual Computing (VisualComputing), Senior University Lecturer
- Lecturer Laaksonen Jorma group, Senior University Lecturer
Publikationer
Text-to-Multimodal Retrieval with Bimodal Input Fusion in Shared Cross-Modal Transformer
Pranav Arora, Selen Pehlivan, Jorma Laaksonen
2024
2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation, LREC-COLING 2024 - Main Conference Proceedings
A Comparison of Hyperspectral Super-Resolution Techniques for Boreal Forest Imagery
Yuvrajsinh Chudasama, Usman Muhammad, Ville Mayra, Florent Guiotte, Jorma Laaksonen
2024
IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Proceedings
Mesh Surface And Morphological Hierarchies For Individual Tree Detection And Segmentation From LiDAR Data
Florent Guiotte, Joel Kostensalo, Jorma Laaksonen
2024
IGARSS 2024 - 2024 IEEE International Geoscience and Remote Sensing Symposium, Proceedings
Domain Generalization via Ensemble Stacking for Face Presentation Attack Detection
Usman Muhammad, Jorma Laaksonen, Djamila Romaissa Beddiar, Mourad Oussalah
2024
International Journal of Computer Vision
Saliency-based video summarization for face anti-spoofing
Usman Muhammad, Mourad Oussalah, Jorma Laaksonen
2024
Pattern Recognition Letters
Temporal teacher with masked transformers for semi-supervised action proposal generation
Selen Pehlivan, Jorma Laaksonen
2024
MACHINE VISION AND APPLICATIONS
AS-Net : active speaker detection using deep audio-visual attention
Abduljalil Radman, Jorma Laaksonen
2024
Multimedia Tools and Applications
AV-PEA : Parameter-Efficient Adapter for Audio-Visual Multimodal Learning
Abduljalil Radman, Jorma Laaksonen
2024
Proceedings of the 19th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 2: VISAPP
Video Instance Segmentation in an Open-World
Omkar Thawakar, Sanath Narayan, Hisham Cholakkal, Rao Muhammad Anwer, Salman Khan, Jorma Laaksonen, Mubarak Shah, Fahad Shahbaz Khan
2024
International Journal of Computer Vision
XrayGPT: Chest Radiographs Summarization using Large Medical Vision-Language Models
Omkar Thawakar, Abdelrahman Shaker, Sahal Shaji Mullappilly, Hisham Cholakkal, Rao Muhammad Anwer, Salman Khan, Jorma Laaksonen, Fahad Shahbaz Khan
2024
BioNLP 2024 - 23rd Meeting of the ACL Special Interest Group on Biomedical Natural Language Processing, Proceedings of the Workshop and Shared Tasks
PiTL
Zixin Guo, Tzu Jui Julius Wang, Selen Pehlivan, Abduljalil Radman, Jorma Laaksonen
2023
SIGIR 2023 - Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval
Cross-Modulated Few-Shot Image Generation for Colorectal Tissue Classification
Amandeep Kumar, Ankan Kumar Bhunia, Sanath Narayan, Hisham Cholakkal, Rao Muhammad Anwer, Jorma Laaksonen, Fahad Shahbaz Khan
2023
Medical Image Computing and Computer Assisted Intervention – MICCAI 2023
Person Image Synthesis via Denoising Diffusion Model
Ankan Kumar Bhunia, Salman Khan, Hisham Cholakkal, Rao Muhammad Anwer, Jorma Laaksonen, Mubarak Shah, Fahad Shahbaz Khan
2023
Proceedings - 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition, CVPR 2023
Deep Ensemble Learning with Frame Skipping for Face Anti-Spoofing
Usman Muhammad, Md Ziaul Hoque, Mourad Oussalah, Jorma Laaksonen
2023
2023 Twelfth International Conference on Image Processing Theory, Tools and Applications (IPTA)
Anchor-Free Action Proposal Network with Uncertainty Estimation
Selen Pehlivan, Jorma Laaksonen
2023
Proceedings - 2023 IEEE International Conference on Multimedia and Expo, ICME 2023
Improved action proposals using fine-grained proposal features with recurrent attention models
Selen Pehlivan, Jorma Laaksonen
2023
JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION
Syntax and Semantics of Adpositions and Case Marking : Description of Prepositions in English and Adpositions and Case Marking in Finnish within the Framework of a Parallel Database
Pirkko Suihkonen, Jorma Laaksonen
2023
3D Mitochondria Instance Segmentation with Spatio-Temporal Transformers
Omkar Thawakar, Rao Muhammad Anwer, Jorma Laaksonen, Orly Reiner, Mubarak Shah, Fahad Shahbaz Khan
2023
Medical Image Computing and Computer Assisted Intervention – MICCAI 2023
Learning by Hallucinating: Vision-Language Pre-training with Weak Supervision
Tzu-Jui Julius Wang, Jorma Laaksonen, Tomas Langer, Heikki Arponen, Tom Bishop
2023
Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023
When to Laugh and How Hard? A Multimodal Approach to Detecting Humor and Its Intensity
Khalid Alnajjar, Mika Hämäläinen, Jörg Tiedemann, Jorma Laaksonen, Mikko Kurimo
2022
Proceedings of the 29th International Conference on Computational Linguistics
DoodleFormer: Creative Sketch Drawing with Transformers
Ankan Kumar Bhunia, Salman Khan, Hisham Cholakkal, Rao Muhammad Anwer, Fahad Shahbaz Khan, Jorma Laaksonen, Michael Felsberg
2022
Computer Vision – ECCV 2022 - 17th European Conference, Proceedings
Tracing Signs of Urbanity in the Finnish Fiction Film of the 1950s: Toward a Multimodal Analysis of Audiovisual Data
Tamás Grósz, Noora Kallioniemi, Harri Kiiskinen, Kimmo Laine, Anssi Moisio, Tommi Römpötti, Anja Virkkunen, Hannu Salmi, Mikko Kurimo, Jorma Laaksonen
2022
Proceedings of the 6th Digital Humanities in the Nordic and Baltic Countries Conference (DHNB 2022), Long Papers
CLIP4IDC: CLIP for Image Difference Captioning
Zixin Guo, Tzu-Jui Julius Wang, Jorma Laaksonen
2022
Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing (AACL-IJCNLP)
Post-Attention Modulator for Dense Video Captioning
Zixin Guo, Tzu-Jui Julius Wang, Jorma Laaksonen
2022
Proceedings of the 26th International Conference on Pattern Recognition (ICPR)
Objektintunnistus ja suomalainen elokuva
Jorma Laaksonen
2022
Lähikuva
Understanding videos with face recognition
Pasquale Lisena, Jorma Laaksonen, Raphaël Troncy
2022
MULTIMEDIA SYSTEMS
TAIGA: a novel dataset for multitask learning of continuous and categorical forest variables from hyperspectral imagery
Matti Mottus, Phu Pham, Eelis Halme, Matthieu Molinier, Hai Cu, Jorma Laaksonen
2022
IEEE Transactions on Geoscience and Remote Sensing
Learning a Dynamic Cross-Modal Network for Multispectral Pedestrian Detection
Jin Xie, Rao Anwer, Hisham Cholakkal, Jing Nie, Jiale Cao, Jorma Laaksonen, Fahad Shahbaz Khan
2022
MM '22: Proceedings of the 30th ACM International Conference on Multimedia
Compact Deep Color Features for Remote Sensing Scene Classification
Rao Muhammad Anwer, Fahad Shahbaz Khan, Jorma Laaksonen
2021
Neural Processing Letters
When Worlds Collide: AI-Created, Human-Mediated Video Description Services and the User Experience
Sabine Braun, Kim Starr, Jaleh Delfani, Liisa Tiittula, Jorma Laaksonen, Karel Braeckman, Dieter Van Rijsselbergen, Sasha Lagrillière, Lauri Saarikoski
2021
HCI International 2021 - Late Breaking Papers: Cognition, Inclusion, Learning, and Culture
FaceRec: An Interactive Framework for Face Recognition in Video Archives
Pasquale Lisena, Jorma Laaksonen, Raphaël Troncy
2021
Proceedings of 2nd International Workshop on Data-driven Personalisation of Television (DataT
Patch size selection for analysis of sub-meter resolution hyperspectral imagery of forests
Matti Mõttus, Matthieu Molinier, Eelis Halme, The Cu, Jorma Laaksonen
2021
Proceedings of 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS
TAIGA hyperspectral remote sensing dataset and baseline multi-task CNN for benchmark
Phu Pham, The Cu, Jorma Laaksonen, Matti Mõttus, Eelis Halme, Matthieu Molinier
2021
Exploring multimodality, perplexity and explainability for memorability prediction
Alison Reboud, Ismail Harrando, Jorma Laaksonen, Raphaël Troncy
2021
Comparing human and automated approaches to visual storytelling
Sabine Braun, Kim Starr, Jorma Laaksonen
2020
Innovation in Audio Description Research
Using Fan-Made Content, Subtitles and Face Recognition for Character-Centric Video Summarization
Ismail Harrando, Alison Reboud, Pasquale Lisena, Raphaël Troncy, Jorma Laaksonen, Anja Virkkunen, Mikko Kurimo
2020
Proceedings of the TRECVID 2020 Workshop
PicSOM experiments in TRECVID 2014 workshop notebook paper
Satoru Ishikawa, Markus Koskela, Mats Sjöberg, Rao Muhammad Anwer, Jorma Laaksonen, Erkki Oja
2020
PicSOM experiments in TRECVID 2020
Jorma Laaksonen, Zixin Guo
2020
Proceedings of the TRECVID 2020 workshop
Predicting Media Memorability with Audio, Video, and Text representation
Alison Reboud, Ismail Harrando, Jorma Laaksonen, Raphaël Troncy
2020
Working Notes Proceedings of the MediaEval 2020 Workshop
Film Mood and Its Quantitative Determinants in Different Types of Scenes
Jussi Tarvainen, Jorma Laaksonen, Tapio Takala
2020
IEEE Transactions on Affective Computing
AI4TV 2020: 2nd International Workshop on AI for Smart TV Content Production, Access and Delivery
Raphaël Troncy, Jorma Laaksonen, Hamed Rezazadegan Tavakoli, Lyndon Nixon, Vasileios Mezaris, Mohammad Hosseini
2020
Multi-Hazard and Spatial Transferability of a CNN for Automated Building Damage Assessment
Tinka Valentijn, Jacopo Margutti, Marc van den Homberg, Jorma Laaksonen
2020
Remote Sensing
Deep Contextual Attention for Human-Object Interaction Detection
Tiancai Wang, Rao Muhammad Anwer, Muhammad Haris Khan, Fahad Shahbaz Khan, Yanwei Pang, Ling Shao, Jorma Laaksonen
2020
Proceedings of the International Conference on Computer Vision (ICCV2019)
Tackling the Unannotated: Scene Graph Generation with Bias-Reduced Models
Tzu-Jui Julius Wang, Selen Pehlivan, Jorma Laaksonen
2020
Proceedings of the British Machine Vision Conference (BMVC)
Multi-stream Convolutional Networks for Indoor Scene Recognition
Rao Muhammad Anwer, Fahad Shahbaz Khan, Jorma Laaksonen, Nazar Zaki
2019
Computer Analysis of Images and Patterns - 18th International Conference, CAIP 2019, Proceedings
PicSOM and EURECOM Experiments in TRECVID 2019
Hector Laria Mantecon, Jorma Laaksonen, Danny Francis, Benoit Huet
2019
Proceedings of TRECVID 2019
Combining Textual and Visual Modeling for Predicting Media Memorability
Alison Reboud, Ismail Harrando, Jorma Laaksonen, Danny Francis, Raphaël Troncy, Hector Laria Mantecon
2019
Working Notes Proceedings of the MediaEval 2019 Workshop, Sophia Antipolis, France, 27-30 October 2019
AI4TV 2019
Raphaël Troncy, Jorma Laaksonen, Hamed R. Tavakoli, Lyndon Nixon, Vasileios Mezaris
2019
MM 2019 - Proceedings of the 27th ACM International Conference on Multimedia
A Multi-Task Bayesian Deep Neural Net for Detecting Life-Threatening Infant Incidents From Head Images
Tzu-Jui Julius Wang, Jorma Laaksonen, Yi-Ping Liao, Bo-Zong Wu, Shih-Yun Shen
2019
2019 IEEE International Conference on Image Processing, ICIP 2019 - Proceedings
Geometry-aware relational exemplar attention for dense captioning
Tzu Jui Julius Wang, Hamed R. Tavakoli, Mats Sjöberg, Jorma Laaksonen
2019
MULEA 2019 - 1st International Workshop on Multimodal Understanding and Learning for Embodied Applications, co-located with MM 2019
VisualLabel
Iftikhar Ahmad, Petri Rantanen, Pekka Sillberg, Jorma Laaksonen, Shuhua Liu, Thomas Forss, Aqdas Malik, Marko Nieminen, Rakshith Shetty, Satoru Ishikawa, Jarno Kallio, Jukka P. Saarinen, Moncef Gabbouj, Jari Soini
2018
Information Modelling and Knowledge Bases XXIX
Binary patterns encoded convolutional neural networks for texture recognition and remote sensing scene classification
Rao Muhammad Anwer, Fahad Shahbaz Khan, Joost van de Weijer, Matthieu Molinier, Jorma Laaksonen
2018
ISPRS Journal of Photogrammetry and Remote Sensing
Two-stream part-based deep representation for human attribute recognition
Rao Muhammad Anwer, Fahad Shahbaz Khan, Jorma Laaksonen
2018
Proceedings - 2018 International Conference on Biometrics, ICB 2018
The MeMAD submission to the WMT18 multimodal translation task
Stig-Arne Grönroos, Benoit Huet, Mikko Kurimo, Jorma Laaksonen, Bernard Merialdo, Phu Pham, Mats Sjöberg, Umut Sulubacak, Jörg Tiedemann, Raphael Troncy, Raúl Vázquez
2018
Proceedings of the Third Conference on Machine Translation (WMT), Volume 2: Shared Task Papers
PicSOM Content-Based Information Retrieval System
Jorma Laaksonen
2018
Image and Video Captioning with Augmented Neural Architectures
Rakshith Shetty, Hamed Rezazadegan Tavakoli, Jorma Laaksonen
2018
IEEE Multimedia
DeepCaption
Mats Sjöberg, Arturs Polis, Aditya Surikuchi, Jorma Laaksonen
2018
PicSOM Experiments in TRECVID 2018
Mats Sjöberg, Hamed R. Tavakoli, Zhicun Xu, Héctor Laria Mantecón, Jorma Laaksonen
2018
Proceedings of the TRECVID 2018 Workshop
VisualLabel: An Integrated Multimedia Content Management and Access Framework
Iftikhar Ahmad, Petri Rantanen, Pekka Sillberg, Jorma Laaksonen, Shuhua Liu, Thomas Forss, Aqdas Malik, Marko Nieminen, Rakshith Shetty, Satoru Ishikawa, Jarno Kallio, Jukka P. Saarinen, Moncef Gabbouj, Jari Soini, Jarno Kallio
2017
The Proceedings of the 27th International Conference on Information Modelling and Knowledge Bases, EJC 2017
TEX-Nets
Rao Muhammad Anwer, Fahad Shahbaz Khan, Joost van de Weijer, Jorma Laaksonen
2017
ICMR 2017 - Proceedings of the 2017 ACM International Conference on Multimedia Retrieval
Top-down deep appearance attention for action recognition
Rao Muhammad Anwer, Fahad Shahbaz Khan, Joost van de Weijer, Jorma Laaksonen
2017
Image Analysis - 20th Scandinavian Conference, SCIA 2017, Proceedings
Image pseudo tag generation with Deep Boltzmann machine anc topic-concept similarity map
Satoru Ishikawa, Jorma Laaksonen, Juha Karhunen
2017
2017 International Joint Conference on Neural Networks, IJCNN 2017 - Proceedings
Uni- and multimodal methods for single- and multi-label recognition
Satoru Ishikawa, Jorma Laaksonen
2017
Multimedia Tools and Applications
Scale coding bag of deep features for human attribute and action recognition
Fahad Shahbaz Khan, Joost van de Weijer, Rao Muhammad Anwer, Andrew D. Bagdanov, Michael Felsberg, Jorma Laaksonen
2017
MACHINE VISION AND APPLICATIONS
PicSOM Content-Based Information Retrieval System
Jorma Laaksonen
2017
Exploiting inter-image similarity and ensemble of extreme learners for fixation prediction using deep features
Hamed Rezazadegan Tavakoli, Ali Borji, Jorma Laaksonen, Esa Rahtu
2017
Neurocomputing
Paying Attention to Descriptions Generated by Image Captioning Models
Hamed Rezazadegan Tavakoli, Rakshith Shetty, Ali Borji, Jorma Laaksonen
2017
Proceedings - 2017 IEEE International Conference on Computer Vision, ICCV 2017
Saliency Revisited: Analysis of Mouse Movements versus Fixations
Hamed Rezazadegan Tavakoli, Fawad Ahmed, Ali Borji, Jorma Laaksonen
2017
2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
Towards Gaze-Based Video Annotation
Mohamed Soliman, Hamed Rezazadegan Tavakoli, Jorma Laaksonen
2017
2016 Sixth International Conference on Image Processing Theory, Tools and Applications (IPTA)
Computational and perceptual determinants of film mood in different types of scenes
Jussi Tarvainen, Jorma Laaksonen, Tapio Takala
2017
Proceedings - 2017 IEEE International Symposium on Multimedia, ISM 2017
Understanding quantitative determinants of film mood in different types of scenes
Jussi Tarvainen, Jorma Laaksonen, Tapio Takala
2017
Fixation Prediction in Videos using Unsupervised Hierarchical Features
Tzu-Jui Wang, Hamed Rezazadegan Tavakoli, Jorma Laaksonen
2017
Proceedings - 30th IEEE Conference on Computer Vision and Pattern Recognition Workshops, CVPRW 2017
On the Contribution of Saliency in Visual Tracking
Iman Alikhani, Hamed Rezazadegan Tavakoli, Esa Rahtu, Jorma Laaksonen
2016
Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications
Combining holistic and part-based deep representations for computational painting categorization
Rao Muhammad Anwer, Fahad Shahbaz Khan, Joost Van De Weijer, Jorma Laaksonen
2016
ICMR 2016 - Proceedings of the 2016 ACM International Conference on Multimedia Retrieval
Comparing and combining unimodal methods for multimodal recognition
Satoru Ishikawa, Jorma Laaksonen
2016
2016 14th International Workshop on Content-Based Multimedia Indexing, CBMI 2016
Annotated Video Corpus on FinSL with Kinect and Computer-Vision Data
Tommi Jantunen, Outi Pippuri, Tuija Wainio, Anna Puupponen, Jorma Laaksonen
2016
Proceedings of the 7th Workshop on the Representation and Processing of Sign Languages: Corpus Mining
On the rhythm of head movements in Finnish and Swedish sign language sentences
Tommi Jantunen, Johanna Mesch, Anna Puupponen, Jorma Laaksonen
2016
Proceedings of the International Conference on Speech Prosody
PicSOM Content-Based Information Retrieval System
Jorma Laaksonen
2016
Bottom-up Fixation Prediction Using Unsupervised Hierarchical Models
Hamed Rezazadegan Tavakoli, Jorma Laaksonen
2016
Computer Vision – ACCV 2016 Workshops
Preliminary studies on personalized preference prediction from gaze in comparing visualizations
Hamed Rezazadegan Tavakoli, Hanieh Poostchimohammadabadi, Jaakko Peltonen, Jorma Laaksonen, Samuel Kaski
2016
Advances in Visual Computing
Exploiting Scene Context for Image Captioning
Rakshith Shetty, Hamed Rezazadegan Tavakoli, Jorma Laaksonen
2016
Proceedings of the 2016 ACM workshop on Vision and Language Integration Meets Multimedia Fusion
Frame-and segment-level features and candidate pool evaluation for video caption generation
Rakshith Shetty, Jorma Laaksonen
2016
MM 2016 - Proceedings of the 2016 ACM Multimedia Conference
Advances in Independent Component Analysis and Learning Machines
Ella Bingham, Samuel Kaski, Jorma Laaksonen, Jouko Lampinen
2015
PicSOM Experiments in TRECVID 2015
Satoru Ishikawa, Rao Muhammad Anwer, Markus Koskela, Jorma Laaksonen
2015
TRECVID 2015 Workshop
Compact color-texture description for texture classification
Fahad Shahbaz Khan, Rao Muhammad Anwer, Joost van de Weijer, Michael Felsberg, Jorma Laaksonen
2015
Pattern Recognition Letters
Deep Semantic Pyramids for Human Attributes and Action Recognition
Fahad Shahbaz Khan, Rao Muhammad Anwer, Joost van de Weijer, Michael Felsberg, Jorma Laaksonen
2015
19th Scandinavian Conference on Image Analysis (SCIA 2015), Copenhagen, Denmark, June 2015
PicSOM Content-Based Information Retrieval System
Jorma Laaksonen, Markus Koskela, Mats Sjöberg, Ville Viitaniemi
2015
Towards Reliable Automatic Multimodal Content Analysis
Olli-Philippe Lautenbacher, Liisa Tiittula, Maija Hirvonen, Jorma Laaksonen, Mikko Kurimo
2015
Conference on Empirical Methods for Natural Language Processing, Fourth Workshop on Vision and Language
neuraltalkTheano
Rakshith Shetty, Jorma Laaksonen
2015
Video captioning with recurrent networks based on frame- and video-level features and visual content classification
Rakshith Shetty, Jorma Laaksonen
2015
Advances in Visual Concept Detection: Ten Years of TRECVID
Ville Viitaniemi, Mats Sjöberg, Markus Koskela, Satoru Ishikawa, Jorma Laaksonen
2015
Advances in Independent Component Analysis and Learning Machines
Unsupervised Feature Extraction For Multimedia Event Detection And Ranking Using Audio Content
Ehsan Amid, Annamaria Mesaros, Kalle J. Palomäki, Jorma Laaksonen, Mikko Kurimo
2014
IEEE international conference on acoustics, speech and signal processing, ICASSP, May 4-9, Florence, Italy
PicSOM Experiments in TRECVID 2014
Satoru Ishikawa, Markus Koskela, Mats Sjöberg, Rao Muhammad Anwer, Jorma Laaksonen, Erkki Oja
2014
TRECVID workshop, TRECVID, Orlando, USA, November 10-12 2014
SLMotion - An extensible sign language oriented video analysis tool
Matti Karppa, Ville Viitaniemi, Marcos Luzardo, Jorma Laaksonen, Tommi Jantunen
2014
International conference on language resources and evaluation, LREC, Reykjavik, Iceland, May 26-31 2014
Convolutional Network Features for Scene Recognition
Markus Koskela, Jorma Laaksonen
2014
ACM multimedia conference, MULTIMEDIA, Orlando, USA, November 3-7 2014
Estimating Head Pose and State of Facial Elements for Sign Language Video
Marcos Luzardo, Ville Viitaniemi, Matti Karppa, Jorma Laaksonen, Tommi Jantunen
2014
International conference on language resources and evaluation, LREC, Reykjavik, Iceland, May 26-31 2014
Using semantic features to improve large-scale visual concept detection
Mats Sjöberg, Jorma Laaksonen
2014
2014 12th International Workshop on Content-Based Multimedia Indexing, CBMI 2014
Content-based prediction of movie style, aesthetics and affect: Data set and baseline experiments
Jussi Tarvainen, Mats Sjöberg, Stina Westman, Jorma Laaksonen, Pirkko Oittinen
2014
IEEE Transactions on Multimedia
2D Appearance Based Techniques for Tracking the Signer Configuration in Sign Language Video Recordings
Ville Viitaniemi, Matti Karppa, Jorma Laaksonen
2014
International conference on image analysis and recognition, ICIAR, Vilamoura, Portugal, October 22-24 2014
Experiments on Recognising the Handshape in Blobs Extracted from Sign Language Videos
Ville Viitaniemi, Matti Karppa, Jorma Laaksonen
2014
International conference on pattern recognition, ICPR, Stockholm, Sweden, August 24-28 2014
S-pot - a benchmark in spotting signs within continuous signing
Ville Viitaniemi, Tommi Jantunen, Leena Savolainen, Matti Karppa, Jorma Laaksonen
2014
International conference on language resources and evaluation, LREC, Reykjavik, Iceland, May 26-31 2014
Adaptive timeline interface to personal history data
Antti Ajanki, Markus Koskela, Jorma Laaksonen, Samuel Kaski
2013
ICMI 2013 - Proceedings of the 2013 ACM International Conference on Multimodal Interaction
PicSOM Experiments in TRECVID 2013
Satoru Ishikawa, Markus Koskela, Mats Sjöberg, Jorma Laaksonen, Erkki Oja, Ehsan Amid, Kalle Palomäki, Annamaria Mesaros, Mikko Kurimo
2013
TRECVID 2013 Workshop, Gaithersburg, USA, November 20-22, 2013
The head as a place of articulation: From automated detection to linguistic analysis
Tommi Jantunen, Ville Viitaniemi, Matti Karppa, Jorma Laaksonen
2013
11th Theoretical Issues in Sign Language Research conference (TISLR 2013), London, UK, July 10-13, 2013
Head Pose Estimation for Sign Language Video
Marcos Luzardo, Matti Karppa, Jorma Laaksonen, Tommi Jantunen
2013
18th Scandinavian Conference on Image Analysis, (SCIA 2013), Espoo, Finland, 17-20 June 2013
Large-Scale Visual Concept Detection with Explicit Kernel Maps and Power Mean SVM
Mats Sjöberg, Markus Koskela, Satoru Ishikawa, Jorma Laaksonen
2013
ACM International Conference on Multimedia Retrieval, Dallas, Texas, USA, April 16 - 19, 2013
Detecting Hand-Head Occlusions in Sign Language Video
Ville Viitaniemi, Matti Karppa, Jorma Laaksonen, Tommi Jantunen
2013
18th Scandinavian Conference on Image Analysis, (SCIA 2013), Espoo, Finland, 17-20 June 2013
Affective Abstract Image Classification and Retrieval using Multiple Kernel Learning
He Zhang, Zhirong Yang, Mehmet Gönen, Markus Koskela, Jorma Laaksonen, Timo Honkela, Erkki Oja
2013
20th International Conference on Neural Information Processing (ICONIP 2013) Daegu, Korea, November 3-7, 2013,
Comparing computer vision analysis of signed language video with motion capture recordings
Matti Karppa, Tommi Jantunen, Ville Viitaniemi, Jorma Laaksonen, Birgitta Burger, Danny De Weerdt
2012
8th Language Resources and Evaluation Conference (LREC 2012), Istanbul, Turkey, May 21-27,2012
Learning continuous grasp stability for a humanoid robot hand based on tactile sensing
J. Schill, J. Laaksonen, M. Przybylski, V. Kyrki, T. Asfour, R. Dillmann
2012
Proceedings of the IEEE RAS and EMBS International Conference on Biomedical Robotics and Biomechatronics
PicSOM Experiments in TRECVID 2012
Mats Sjöberg, Satoru Ishikawa, Markus Koskela, Jorma Laaksonen, Erkki Oja
2012
TRECVID 2012 Workshop, Gaithersburg, USA, November 26-28, 2012
Real-Time Large-Scale Visual Concept Detection with Linear Classifiers
Mats Sjöberg, Markus Koskela, Satoru Ishikawa, Jorma Laaksonen
2012
ICPR 21st International Conference on Pattern Recognition (ICPR 2012) ICPR, Tsukuba, Japan, November 11-15, 2012
An Augmented Reality Interface to Contextual Information
Antti Ajanki, Mark Billinghurst, Hannes Gamper, Toni Järvenpää, Melih Kandemir, Samuel Kaski, Markus Koskela, Mikko Kurimo, Jorma Laaksonen, Kai Puolamäki, Teemu Ruokolainen, Timo Tossavainen
2011
VIRTUAL REALITY
Media Map: A multilingual document map with a design interface
Timo Honkela, Jorma Laaksonen, Hannele Törrö, Juhani Tenhunen
2011
ADVANCES IN SELF-ORGANIZING MAPS, WSOM 2011
Method for visualisation and analysis of hand and head movements in sign language video
Matti Karppa, Tommi Jantunen, Markus Koskela, Jorma Laaksonen, Ville Viitaniemi
2011
The 2nd Gesture and Speech in Interaction conference (GESPIN 2011)
Proceedings of 8th International Workshop on Self-Organizing Maps (WSOM 2011)
Jorma Laaksonen, Timo Honkela
2011
Analysing the structure of semantic concepts in visual databases
Mats Sjöberg, Jorma Laaksonen
2011
WSOM Advances in Self-Organizing Maps (WSOM 2011) WSOM
PicSOM Experiments in TRECVID 2011
Mats Sjöberg, Satoru Ishikawa, Markus Koskela, Jorma Laaksonen, Erkki Oja
2011
The TRECVID 2011 Workshop
A Multimodal Information Collector for Content-Based Image Retrieval System
He Zhang, Mats Sjöberg, Jorma Laaksonen, Erkki Oja
2011
ICONIP 18th International Conference on Neural Information Processing (ICONIP 2011) ICONIP
Analyzing Emotional Semantics of Abstract Art Using Low-Level Image Features
He Zhang, Eimontas Augilius, Timo Honkela, Jorma Laaksonen, Hannes Gamper, Henok Alene
2011
IDA 10th International Symposium on Intelligent Data Analysis (IDA 2011) IDA
Gaze- and speech-enhanced content-based image retrieval in image tagging
He Zhang, Teemu Ruokolainen, Jorma Laaksonen, Christina Hochleitner, Rudolf Traunmüller
2011
21st International Conference on Artificial Neural Networks (ICANN 2011)
Contextual Information Access with Augmented Reality
Antti Ajanki, Mark Billinghurst, Toni Järvenpää, Melih Kandemir, Samuel Kaski, Markus Koskela, Mikko Kurimo, Jorma Laaksonen, Kai Puolamäki, Teemu Ruokolainen, Timo Tossavainen
2010
MLSP 2010, IEEE International Workshop on Machine Learning for Signal Processing (MLSP)
Ubiquitous Contextual Information Access with Proactive Retrieval and Augmentation
Antti Ajanki, Mark Billinghurst, Melih Kandemir, Samuel Kaski, Markus Koskela, Mikko Kurimo, Jorma Laaksonen, Kai Puolamäki, Timo Tossavainen
2010
The fourth International Workshop on Ubiquitous Virtual Reality (IWUVR2010)
Pinview: Implicit Feedback in Content-Based Image Retrieval
Peter Auer, Zakria Hussain, Samuel Kaski, Arto Klami, Jussi Kujala, Jorma Laaksonen, Alex P. Leung, Kitsuchart Pasupa, John Shawe-Taylor
2010
ICML Workshop on Reinforcement Learning and Search in Very Large Spaces
Pinview: Implicit Feedback in Content-Based Image Retrieval
Peter Auer, Zakria Hussain, Samuel Kaski, Arto Klami, Jussi Kujala, Jorma Laaksonen, Alex P. Leung, Kitsuchart Pasupa, John Shawe-Taylor
2010
Workshop on Applications of Pattern Analysis
Towards Automated Visualization and Analysis of Signed Language Motion: Method and Linguistic Issues
Tommi Jantunen, Markus Koskela, Jorma Laaksonen, Päivi Rainò
2010
5th International Conference on Speech Prosody
Fundus Image Analysis using Subspace Classifier and its Performance
Nobuo Matsuda, Jorma Laaksonen, Fumiaki Tajima, Naoki Miyatake, Hideaki Sato
2010
5th International Conference on Soft Computing and Intelligent Systems and 11th International Symposium on Advanced Intelligent Systems
Indoor Location Recognition Using Fusion of SVM-based Visual Classifiers
Mats Sjöberg, Markus Koskela, Ville Viitaniemi, Jorma Laaksonen
2010
2010 IEEE International Workshop on Machine Learning for Signal Processing
PicSOM Experiments in ImageCLEF RobotVision
Mats Sjöberg, Markus Koskela, Ville Viitaniemi, Jorma Laaksonen
2010
Recognizing Patterns in Signals, Speech, Images and Videos
PicSOM Experiments in TRECVID 2010
Mats Sjöberg, Markus Koskela, Milen Chechev, Jorma Laaksonen
2010
The TRECVID 2010 Workshop
Automatic video search using semantic concepts
Ville Viitaniemi, Mats Sjöberg, Markus Koskela, Jorma Laaksonen
2010
8th European Conference on Interactive TV and Video (EuroITV 2010)
Concept-based Video Search with the PicSOM Multimedia Retrieval System
Ville Viitaniemi, Mats Sjöberg, Markus Koskela, Jorma Laaksonen
2010
Region matching techniques for spatial bag of visual words based image category recognition
Ville Viitaniemi, Jorma Laaksonen
2010
ICANN 20th International Conference on Artificial Neural Networks (ICANN 2010) ICANN
Ubiquitous Contextual Information Access with Proactive Retrieval and Augmentation
Antti Ajanki, Mark Billinghurst, Melih Kandemir, Samuel Kaski, Markus Koskela, Mikko Kurimo, Jorma Laaksonen, Kai Puolamäki, Timo Tossavainen
2009
Improving automatic video retrieval with semantic concept detection
Markus Koskela, Mats Sjöberg, Jorma Laaksonen
2009
16th Scandinavian Conference on Image Analysis (SCIA 2009)
The effect of motion blur and signal noise on image quality in low light imaging
Eero Kurimo, Leena Lepistö, Jarno Nikkanen, Juuso Grén, Iivari Kunttu, Jorma Laaksonen
2009
16th Scandinavian Conference on Image Analysis (SCIA 2009)
PicSOM Content-Based Information Retrieval System
Jorma Laaksonen, Markus Koskela, Ville Viitaniemi, Mats Sjöberg, He Zhang, Zakria Hussain, Alex Leung
2009
PinView Mozilla Browser extension
Jorma Laaksonen, Mats Sjöberg, He Zhang, Antti Ajanki
2009
Classification of Fundus Images for Diagnosing Glaucoma by Self-Organizing Map and Learning Vector Quantization
Nobuo Matsuda, Jorma Laaksonen, Fumiaki Tajima, Hideaki Sato
2009
15th International Conference on Neural Information Processing (ICONIP 2008)
Spherical SOM and its Application to Fundus Image Analysis
Nobuo Matsuda, Heizou Tokutaka, Jorma Laaksonen, Fumiaki Tajima, Naoki Miyatake, Hideaki Sato
2009
Journal of Biomedical Fuzzy Systems Association
Image Theft Detection with Self-Organising Maps
Philip Prentis, Mats Sjöberg, Markus Koskela, Jorma Laaksonen
2009
19th International Conference on Artificial Neural Networks (ICANN 2009)
Optimal combination of SOM search in best-matching units and map neighborhood
Mats Sjöberg, Jorma Laaksonen
2009
7th International Workshop on Self-Organizing Maps (WSOM 2009)
PicSOM Experiments in TRECVID 2009
Mats Sjöberg, Ville Viitaniemi, Markus Koskela, Jorma Laaksonen
2009
The TRECVID 2009 Workshop
Combining local feature histograms of different granularities
Ville Viitaniemi, Jorma Laaksonen
2009
16th Scandinavian Conference on Image Analysis (SCIA 2009)
Representing Images with $\chi$ Distance Based Histograms of SIFT Descriptors
Ville Viitaniemi, Jorma Laaksonen
2009
19th International Conference on Artificial Neural Networks (ICANN 2009)
Spatial extensions to bag of visual words
Ville Viitaniemi, Jorma Laaksonen
2009
ACM International Conference on Image and Video Retrieval (CIVR 2009)
Informative Laplacian Projection
Zhirong Yang, Jorma Laaksonen
2009
16th Scandinavian Conference on Image Analysis (SCIA 2009)
Image Classification by Histogram Features Created with Learning Vector Quantization
Marcin Blachnik, Jorma Laaksonen
2008
International Conference on Artificial Neural Networks (ICANN'08)
Overview of the ImageCLEF 2007 Object Retrieval Task.In Workshop of the Cross Language Evaluation Forum 2007
Thomas Deselaers, Allan Hanbury, Ville Viitaniemi, Jason D.R. Farquhar, Mátyás Brendel, Bálint Daróczy, Hugo Jair Escalante Balderas, Theo Gevers, Carlos Arturo Hernández Gracidas, Steven C.H. Hoi, Jorma Laaksonen, Mingjing Li, Heidy Marisol Marin Castro, Hermann Ney, Xiaguang Rui, Nicu Sebe, Julian Stöttinger, Lei Wu
2008
Advances in Multilingual and Multimodal Information Retrieval 8th Workshop of the Cross-Language Evaluation Forum, CLEF 2007
Content-Based Video Analysis and Access for Finnish Sign Language - A Multidisciplinary Research Project
Markus Koskela, Jorma Laaksonen, Tommi Jantunen, Ritva Takkinen, Päivi Rainò, Antti Raike
2008
3rd Workshop on the Representation and Processing of Sign Languages at 6th Language Resources and Evaluation Conference (LREC 2008)
Content-Based Video Analysis and Access for Finnish Sign Language A Multidisciplinary Research Project
Markus Koskela, Jorma Laaksonen, Tommi Jantunen, Ritva Takkinen, Päivi Rainò, Antti Raike
2008
Proceedings of the 3rd Workshop on the Representation and Processing of Sign Languages. 6th International Conference on Language Resources and Evaluation, LREC 2008, Marrakech
PicSOM Experiments in TRECVID 2008
Markus Koskela, Mats Sjöberg, Ville Viitaniemi, Jorma Laaksonen
2008
The TRECVID 2008 Workshop
Specification of Information Interfaces in PinView.Deliverable D8.1 of FP7 Project no 216529 PinView
Markus Koskela, Jorma Laaksonen
2008
Definition of Enriched Relevance Feedback in PicSOM.Deliverable D1.3.1 of FP7 Project no 216529 PinView
Jorma Laaksonen
2008
Improving content-based target and change detection in Alos Palsar images with efficient feature selection
Matthieu Molinier, Ville Viitaniemi, Markus Koskela, Jorma Laaksonen, Yrjö Rauste, Anne Lönnqvist, Tuomas Häme
2008
ESA-EUSC 2008: Image Information Mining
NewSAR Project, Final Report 1.7.2006-31.5.2008
Yrjö Rauste, Anne Lönnqvist, Matthieu Molinier, Heikki Ahola, Jaan Praks, Teemu Tares, Jorma Laaksonen, Kirsi Karila, Mika Karjalainen
2008
Inferring Semantics from Textual Information in Multimedia Retrieval
Mats Sjöberg, Jorma Laaksonen, Timo Honkela, Matti Pöllä
2008
Neurocomputing
Evaluation of Pointer Click Relevance Feedback in PicSOM.Deliverable D1.2 of FP7 Project no 216529 PinView
Ville Viitaniemi, Jorma Laaksonen
2008
Experiments on Selection of Codebooks for Local Image Feature Histograms
Ville Viitaniemi, Jorma Laaksonen
2008
The 10th International Conference on Visual Information Systems (VISUAL 2008)
Exploiting Temporal and Inter-Concept Co-Occurrence Structure to Detect High-Level Features in Broadcast Videos
Ville Viitaniemi, Mats Sjöberg, Markus Koskela, Jorma Laaksonen
2008
9th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2008)
Techniques for Image Classification, Object Detection and Object Segmentation
Ville Viitaniemi, Jorma Laaksonen
2008
The 10th International Conference on Visual Information Systems (VISUAL 2008)
Techniques for Image Classification, Object Detection and Object Segmentation
Ville Viitaniemi, Jorma Laaksonen
2008
Principal Whitened Gradient for Information Geometry
Zhirong Yang, Jorma Laaksonen
2008
Neural Networks
Report on Forms of Enriched Relevance Feedback.Deliverable D1.1 of FP7 Project nº 216529 PinView
He Zhang, Markus Koskela, Jorma Laaksonen
2008
Adaptive combination of adaptive classifiers for handwritten character recognition
Matti Aksela, Jorma Laaksonen
2007
Pattern Recognition Letters
Overview of the ImageCLEF 2007 Object Retrieval Task
T. Deselaers, A. Hanbury, V. Viitaniemi, A. Benczur, M. Brendel, B. Daroczy, E. Balderas, H. Jair, T. Gevers, H. Gracidas, C. Arturo, S.C.H. Hoi, J. Laaksonen, M. Li, M. Castro, H. Marisol, H. Ney, X. Rui, N. Sebe, J. Stöttinger, L. Wu
2007
CLEF 2007 Workshop, Budapest, Hungary, 2007
How Marginal Likelihood Inference Unifies Entropy, Correlation and SNR-Based Stopping in Nonlinear Diffusion Scale-Spaces
R. Girdziusas, J. Laaksonen
2007
8th Asian Conf. on Computer Vision, Tokyo, Japan, Nov. 18-22, 2007
When is a Discrete Diffusion a Scale-Space?
R. Girdziusas, J. Laaksonen
2007
11th Int. Conf. on Computer Vision, Rio de Janeiro, Brazil, Oct. 14-20, 2007
Measuring Concept Similarities in Multimedia Ontologies: Analysis and Evaluations
Markus Koskela, Alan F. Smeaton, Jorma Laaksonen
2007
IEEE Transactions on Multimedia
PicSOM Experiments in TRECVID 2007
Markus Koskela, Mats Sjöberg, Ville Viitaniemi, Jorma Laaksonen, Philip Prentis
2007
The TRECVID 2007 Workshop
Rushes Summarization with Self-Organizing Maps
Markus Koskela, Mats Sjöberg, Jorma Laaksonen, Ville Viitaniemi, Hannes Muurinen
2007
The TRECVID Workshop on Video Summarization (TVS'07)
Video Summarization with SOMs
Jorma Laaksonen, Markus Koskela, Mats Sjöberg, Ville Viitaniemi, Hannes Muurinen
2007
The 6th Int. Workshop on Self-Organizing Maps (WSOM 2007)
Comparison with Observer Appraisals of Fundus Images and Diagnosis by using Learning Vector Quantization
Nobuo Matsuda, Jorma Laaksonen, Fumiaki Tajima, Naoki Miyatake, Hideaki Sato
2007
The 23rd Fuzzy System Symposium
Detecting Changes in Polarimetric SAR Data with Content-Based Image Retrieval
Matthieu Molinier, Jorma Laaksonen, Yrjö Rauste, Tuomas Häme
2007
IEEE International Geoscience And Remote Sensing Symposium
Detecting man-made structures and changes in satellite imagery with a content-based information retrieval system built on self-organizing maps
Matthieu Molinier, Jorma Laaksonen, Tuomas Häme
2007
IEEE Transactions on Geoscience and Remote Sensing
Video Segmentation and Shot Boundary Detection Using Self-Organizing Maps
Hannes Muurinen, Jorma Laaksonen
2007
15th Scandinavian Conference on Image Analysis (SCIA 2007)
Empirical Investigations on Benchmark Tasks for Automatic Image Annotation
Ville Viitaniemi, Jorma Laaksonen
2007
The 9th International Conference on Visual Information Systems (VISUAL 2007)
Evaluating performance of automatic image annotation: example case by fusing global image features
Ville Viitaniemi, Jorma Laaksonen
2007
Fifth International Workshop on Content-Based Multimedia Indexing (CBMI 2007)
Evaluating the performance in automatic image annotation: Example case by adaptive fusion of global image features
Ville Viitaniemi, Jorma Laaksonen
2007
SIGNAL PROCESSING: IMAGE COMMUNICATION
Improving the accuracy of global feature fusion based image categorisation
Ville Viitaniemi, Jorma Laaksonen
2007
The 2nd International Conference on Semantic and Digital Media Technologies (SAMT 2007)
Thoughts on evaluation of image retrieval inspired by ImageCLEF 2007 object retrieval task
Ville Viitaniemi, Jorma Laaksonen
2007
3rd MUSCLE/ImageCLEF Workshop on Image and Video Retrieval Evaluation, Budapest, Hungary, 2007
Approximated Geodesic Updates with Principal Natural Gradients
Zhirong Yang, Jorma Laaksonen
2007
The 2007 International Joint Conference on Neural Networks (IJCNN 2007)
Face Recognition Using Parzenfaces
Zhirong Yang, Jorma Laaksonen
2007
International Conference on Artificial Neural Networks (ICANN'07)
Multiplicative Updates for Non-negative Projections
Zhirong Yang, Jorma Laaksonen
2007
Neurocomputing
Projective non-negative matrix factorization with applications to facial image processing
Zhirong Yang, Zhijian Yuan, Jorma Laaksonen
2007
International Journal of Pattern Recognition and Artificial Intelligence
Regularized Neighborhood Component Analysis
Zhirong Yang, Jorma Laaksonen
2007
15th Scandinavian Conference on Image Analysis (SCIA)
Using Diversity of Errors for Selecting Members of a Committee Classifier
Matti Aksela, J. Laaksonen
2006
Pattern Recognition
The 2005 PASCAL Visual Object Classes Challenge
Mark Everingham, Andrew Zisserman, Christopher K.I. Williams, Luc Van Gool, Moray Allan, Christopher M. Bishop, Olivier Chapelle, Navneet Dalal, Thomas Deselaers, Gyuri Dorkò, Stefan Duffner, Jan Eichhorn, Jason D.R. Farquhar, Mario Fritz, Christophe Garcia, Tom Griffiths, Frederic Jurie, Thomas Keysers, Markus Koskela, Jorma Laaksonen, Diane Larlus, Bastian Leibe, Hongying Meng, Hermann Ney, Bernt Schiele, Cordelia Schmid, Edgar Seemann, John Shawe-Taylor, Amos Storkey, Sandor Szedmak, Bill Triggs, Ilkay Ulusoy, Ville Viitaniemi, Jianguo Zhang
2006
Machine Learning Challenges.Evaluating Predictive Uncertainty, Visual Object Classification, and Recognizing Textual Entailment
Semantic Concept Detection from News Videos with Self-Organizing Maps
Markus Koskela, Jorma Laaksonen
2006
3rd IFIP Conference on Artificial Intelligence Applications and Innovations, Athens, Greece, 2006
Emergence of ontological relations from visual data with Self-Organizing Maps
Jorma Laaksonen, Ville Viitaniemi
2006
9th Scandinavian Conference on Artificial Intelligence (SCAI 2006), Espoo, 2006
A Self-Organizing Map Framework for Detection of Man-Made Structures and Changes in Satellite Imagery
Matthieu Molinier, Jorma Laaksonen, Tuomas Häme
2006
IEEE International Geoscience And Remote Sensing Symposium, Denver, Colorado, USA, July 31 - Aug. 4, 2006
Self-organising maps for change detection and monitoring of human activity in satellite imagery
Matthieu Molinier, Jorma Laaksonen, Tuomas Häme
2006
ESA-EUSC 2006: Image Information Mining for Security and Intelligence, Madrid, Spain, Nov. 27-28, 2006
Emergence of Semantics from Multimedia Databases
Erkki Oja, Mats Sjöberg, Ville Viitaniemi, Jorma Laaksonen
2006
IEEE World Congress on Computational Intelligence, Vancouver, BC, Canada, 2006
Analysis of Semantic Information Available in an Image Collection Augmented with Auxiliary Data
Mats Sjöberg, Ville Viitaniemi, Jorma Laaksonen, Timo Honkela
2006
3rd IFIP Conference on Artificial Intelligence Applications and Innovations, Athens, Greece, 2006
PicSOM Experiments in TRECVID 2006
Mats Sjöberg, Hannes Muurinen, Jorma Laaksonen, Markus Koskela
2006
TRECVID 2006 Workshop, Gaithersburg, MD, USA, 2006
Retrieval of Multimedia Objects by Combining Semantic Information from Visual and Textual Descriptors
Mats Sjöberg, Jorma Laaksonen, Matti Pöllä, Timo Honkela
2006
16th International Conference on Artificial Neural Networks (ICANN 2006), Athens, Greece, 2006
Focusing Keywords to Automatically Extracted Image Segments Using Self-Organising Maps
Ville Viitaniemi, Jorma Laaksonen
2006
Soft Computing in Image Processing: Recent Advances
Techniques for Still Image Scene Classification and Object Detection
Ville Viitaniemi, Jorma Laaksonen
2006
16th International Conference on Artificial Neural Networks (ICANN 2006), Athens, Greece, Sept. 2006
Use of Image Regions in Context-Adaptive Image Classification
Ville Viitaniemi, Jorma Laaksonen
2006
1st International Conference on Semantics And digital Media Technologies (SAMT 2006), Athens, Greece, December 6-8, 2006
A Fast Fixed-Point Algorithm for Two-Class Discriminative Feature Extraction
Zhirong Yang, Jorma Laaksonen
2006
16th International Conference on Artificial Neural Networks (ICANN 2006), Athens, Greece, 2006
On Adaptive Confidences for Critic-Driven Classifier Combining
M. Aksela, J. Laaksonen
2005
3rd International Conference on Advances in Pattern Recognition 2005, Bath, United Kingdom, August 22-25, 2005
Gaussian Processes of Nonlinear Diffusion Filtering
R. Girdziusas, J. Laaksonen
2005
IEEE-INNS-ENNS Int. Joint Conference on Neural Networks, Montréal, Canada, July 31 - August 4, 2005
Jacobi Alternative to Bayesian Evidence Maximization in Diffusion Filtering
R. Girdziusas, J. Laaksonen
2005
Int. Conf. on Artificial Neural Networks (ICANN 2005), Warsaw, Poland, September 2005
Optimal Ratio of Lamé Moduli with Application to Motion of Jupiter Storms
R. Girdziusas, J. Laaksonen
2005
14th Scandinavian Conference on Image Analysis, Joensuu, Finland, June 19-22, 2005
Optimal Stopping and Constraints for Diffusion Models of Signals with Discontinuities
R. Girdziusas, J. Laaksonen
2005
16th European Conference on Machine Learning, Porto, Portugal, October 3-7, 2005
Use of Input Deformations with Brownian Motion Filters for Discontinuous Regression
R. Girdziusas, J. Laaksonen
2005
3rd Int. Conf. on Advances in Pattern Recognition, Bath, U.K., August 22-25, 2005
PicSOM Experiments in TRECVID 2005
M. Koskela, J. Laaksonen, M. Sjöberg, H. Muurinen
2005
TRECVID 2005 Workshop, Gaithersburg, MD, USA, November 2005
Semantic Annotation of Image Groups with Self-Organizing Maps
M. Koskela, J. Laaksonen
2005
4th International Conference on Image and Video Retrieval (CIVR 2005), Singapore, July 2005
Application of Self-Organizing Maps and Automatic Image Segmentation to 101 Object Categories Database
J. Laaksonen, V. Viitaniemi, M. Koskela
2005
Fourth International Workshop on Content-Based Multimedia Indexing (CBMI 2005), Riga, Latvia, June 2005
Emergence of Semantic Concepts in Visual Databases
J. Laaksonen, V. Viitaniemi, M. Koskela
2005
International and Interdisciplinary Conference on Adaptive Knowledge Representation and Reasoning (AKRR 05), Espoo, Finland, June 2005
Self-Organizing Map Application for Retrieval of Man-Made Structures in Remote Sensing Data
M. Molinier, J. Laaksonen, J. Ahola, T. Häme
2005
ESA-EUSC 2005: Image Information Mining Theory and Application to Earth Observation, Frascat, Italy, October 2005
Content-Based Retrieval of Web Pages and Other Hierarchical Objects with Self-Organizing Maps
M. Sjöberg, J. Laaksonen
2005
15th International Conference on Artificial Neural Networks ICANN 2005, Warsaw, Poland, September 2005
Keyword-Detection Approach to Automatic Image Annotation
V. Viitaniemi, J. Laaksonen
2005
2nd European Workshop on the Integration of Knowledge, Semantic and Digital Media Technologies (EWIMT 2005), London, UK, November 2005
Approximated Cassification in Interactive Facial Image Retrieval
Z. Yang, J. Laaksonen
2005
14th Scandinavian Conference on Image Analysis (SCIA 2005), Joensuu, Finland, June 2005
Interactive Retrieval in Facial Image Database using Self-Organizing Maps
Z. Yang, J. Laaksonen
2005
IAPR Conference on Machine Vision Applications (MVA 2005), Tsukuba Science City, Japan, May 2005
Partial Relevance in Interactive Facial Image Retrieval
Z. Yang, J. Laaksonen
2005
3rd International Conference on Advances in Pattern Recognition (ICAPR 2005), Bath, UK, August 2005
Gaussian Process Regression with Fluid Hyperpriors
R. Girdziusas, J. Laaksonen
2004
11th International Conference on Neural Information Processing, Calcutta, India, November 22-25, 2004
Entropy-Based Measures for Clustering and SOM Topology Preservation Applied to Content-Based Image Indexing and Retrieval
M. Koskela, J. Laaksonen, E. Oja
2004
17th International Conference on Pattern Recognition (ICPR 2004), Cambridge, UK, August 2004
Use of Image Subset Features in Image Retrieval with Self-Organizing Maps
M. Koskela, J. Laaksonen, E. Oja
2004
3rd International Conference on Image and Video Retrieval (CIVR 2004), Dublin, Ireland, July 2004
Class Distributions on SOM Surfaces for Feature Extraction and Object Retrieval
J. Laaksonen, M. Koskela, E. Oja
2004
Neural Networks
Task-Based User Evaluation of Content-Based Image Database Browsing Systems
T. Ojala, M. Koskela, E. Matinmikko, M. Rautiainen, J. Laaksonen, E. Oja
2004
3rd International Conference on Image and Video Retrieval (CIVR 2004), Dublin, Ireland, July 2004
Methods for Adaptive Combination of Classifiers with Application to Recognition of Handwritten Characters
M. Aksela, R. Girdziusas, J. Laaksonen, E. Oja, J. Kangas
2003
International journal on document analysis and recognition
Inter-Query Relevance Learning in PicSOM for Content-Based Image Retrieval
Markus Koskela, J. Laaksonen, E. Oja
2003
Supplementary Proc. of International Conference on Artificial Neural Networks (ICANN'03), Istanbul, Turkey, June 26-28, 2003
Using Long-Term Learning to Improve Efficiency of Content-Based Image Retrieval
Mika Koskela, J. Laaksonen
2003
3rd International Workshop on Pattern Recognition in Information Systems (PRIS 2003), Angers, France, April 2003
Probability Interpretation of Distributions on SOM Surfaces
Jorma Laaksonen, M. Koskela, E. Oja
2003
Workshop on Self-Organizing Maps (WSOM'03), Hibikino, Japan, September 11-14, 2003
An Efficiency Comparison of Two Content-Based Image Retrieval Systems, GIFT and PicSOM
Mika Rummukainen, J. Laaksonen, M. Koskela
2003
International Conference on Image and Video Retrieval (CIVR 2003), Urbana, IL, USA, July 2003
Using Image Segments in PicSOM CBIR System
Mats Sjöberg, J. Laaksonen, V. Viitaniemi
2003
13th Scandinavian Conference on Image Analysis (SCIA 2003), Göteborg, Sweden, June 29-July 2, 2003
Content-Based Browsing of Mail-Order Catalogue with PicSOM System
Ville Viitaniemi, J. Laaksonen
2003
Ninth International Conference on Distributed Multimedia Systems / The 2003 Conference on Visual Information Systems (VIS'2003), Miami, FL, USA, September 2003
Class-Confidence Critic Combining
Matti Aksela, R. Girdziusas, J. Laaksonen, E. Oja, J. Kangas
2002
8th International Workshop on Frontiers in Handwriting Recognition (IWFHR-8), Niagara-on-the-Lake, Ontario, Canada, August 6-8, 2002
Statistical Shape Features for Content-Based Image Retrieval
Sami Brandt, J. Laaksonen, E. Oja
2002
Journal of Mathematical Imaging and Vision
Implementing Relevance Feedback as Convolutions of Local Neighborhoods on Self-Organizing Maps
Markus Koskela, J. Laaksonen, E. Oja
2002
International Conference on Artificial Neural Networks, Madrid, Spain, August 2002
MPEG-7 Descriptors in Content-Based Image Retrieval with PicSOM System
Markus Koskela, J. Laaksonen, E. Oja
2002
5th International Conference on Visual Information System, HsinChu, Taiwan, March 11-13, 2002
Using MPEG-7 Descriptors in Image Retrieval with Self-Organizing Maps
Markus Koskela, J. Laaksonen, E. Oja
2002
PicSOM - Self-Organizing Image Retrieval with MPEG-7 Content Descriptions
Jorma Laaksonen, M. Koskela, E. Oja
2002
IEEE Transactions on Neural Networks
Browsing an Electronic Mail-Order Catalogue with PicSOM Content-Based Image Retrieval System
Ville Viitaniemi, J. Laaksonen
2002
SuomenTekoälytutkimuksen Päivät, STeP -2002, Oulu, Finland, December 15-17, 2002
A Comparison of Techniques for Automatic Clustering of Handwritten Characters
Vuokko Vuori, J. Laaksonen
2002
Influence of Erroneous Learning Samples on Adaptation in On-Line Handwriting Recognition
Vuokko Vuori, J. Laaksonen, J. Kangas
2002
Pattern Recognition
Application of Adaptive Committee Classifiers in On-Line Character Recognition
Matti Aksela, J. Laaksonen, E. Oja, J. Kangas
2001
Second International Conference on Advances in Pattern Recognition (ICAPR'01), Rio de Janeiro, Brazil, March 11-14, 2001
Rejection Methods for an Adaptive Committee Classifier
Matti Aksela, J. Laaksonen, E. Oja, J. Kangas
2001
Multilayer Perceptron Approach to Nonrigid Image Matching
Ramunas Girdziusas, J. Laaksonen
2001
Comparison of Techniques for Content-Based Image Retrieval
Markus Koskela, J. Laaksonen, E. Oja
2001
12th Scandinavian Conference on Image Analysis (SCIA'01), Bergen, Norway, June 11-14, 2001
PicSOM Content-Based Image Retrieval System - Comparison of Techniques
Markus Koskela, J. Laaksonen, E. Oja
2001
3rd European Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2001), Tampere, Finland, May 16-17, 2001
Self-Organizing Image Retrieval with MPEG-7 Descriptors
Markus Koskela, J. Laaksonen, E. Oja
2001
Infotech Oulu International Workshop on Information Retrieval (IR 2001), Oulu, Finland, September 19-21, 2001
Self-Organizing Maps of Web Link Information
Sami Laakso, J. Laaksonen, M. Koskela, E. Oja
2001
Advances in Self-Organizing Maps, Workshop on Self-Organizing Maps (WSOM'01), Lincoln, UK, June 13-15, 2001
Self-Organising Maps as a Relevance Feedback Technique in Content-Based Image Retrieval
Jorma Laaksonen, M. Koskela, Sami Laakso, E. Oja
2001
Pattern Analysis and Applications
Experiments with Adaptation Strategies for a Prototype-Based Recognition System of Isolated Handwritten Characters
V. Vuori, J. Laaksonen, E. Oja, J. Kangas
2001
International journal on document analysis and recognition
Speeding up On-line Recognition of Handwritten Characters by Pruning the Prototype Set
Vuokko Vuori, J. Laaksonen, E. Oja, J. Kangas
2001
Sixth International Conference on Document Analysis and Recognition (ICDAR'01), Seattle, Washington, USA, September 10-13, 2001
Statistical Shape Features in Content-Based Image Retrieval
Sami Brandt, J. Laaksonen, E. Oja
2000
Content-Based Image Indexing and Retrieval: The PicSOM System
Markus Koskela, J. Laaksonen, S. Laakso, E. Oja
2000
9th Finnish Artificial Intelligence Conference (STeP 2000), 'AI of Tomorrow': Symposium on Theory, Espoo, Finland. August 28-31, 2000
Evaluating the Performance of Content-Based Image Retrieval Systems
Markus Koskela, J. Laaksonen, S. Laakso, E. Oja
2000
Fourth International Conference on Visual Information Systems (VISual 2000), Lyon, France, November 2-4, 2000
The PicSOM Retrieval System: Description and Evaluations
Markus Koskela, J. Laaksonen, Sami Laakso, E. Oja
2000
The Challenge of Image Retrieval 2000 (CIR2000), Brighton, UK, May 4-5, 2000
Analyzing Low-Level Visual Features Using Content-Based Image Retrieval
Jorma Laaksonen, E. Oja, M. Koskela, S. Brandt
2000
7th International Conference on Neural Information Processing (ICONIP'00), Taejon, Korea, November 14-18, 2000
PicSOM - Content-Based Image Retrieval with Self-Organizing Maps
Jorma Laaksonen, J.M. Koskela, S.P. Laakso, E. Oja
2000
Pattern Recognition Letters
Adaptive Character Recognizer for a Hand-Held Device: Implementation and Evaluation Setup
V. Vuori, M. Aksela, J. Laaksonen, E. Oja, J. Kangas
2000
7th International Workshop on Frontiers in Handwriting Recognition, Amsterdam, The Netherlands, Sep. 11-13, 2000
Controlling On-Line Adaptation of a Prototype-Based Classifier for Handwritten Characters
V. Vuori, J. Laaksonen, E. Oja, J. Kangas
2000
Adaptation of Prototype Sets in On-line Recognition of Isolated Handwritten Latin Characters
J. Laaksonen, V. Vuori, E. Oja, J. Kangas
1999
Advances in Handwriting Recognition
Adaptive Local Subspace Classifier in On-line Recognition of Handwritten Characters
J. Laaksonen, M. Aksela, E. Oja, J. Kangas
1999
International Joint Conference on Neural Networks (IJCNN'99), Washington, D.C., USA, July 10-16, 1999
Application of Tree Structured Self-Organizing Maps in Content-Based Image Retrieval
J. Laaksonen, M. Koskela, E. Oja
1999
Content-Based Image Retrvieval using Self-Organizing Maps
J. Laaksonen, M. Koskela, E. Oja
1999
Dynamically Expanding Context as Committee Adaptation Method in On-line Recognition of Handwritten Latin Characters
J. Laaksonen, M. Aksela, E. Oja, J. Kangas
1999
5th International Conference on Document Analysis and Recognition (ICDAR'99), Bangalore, India, September 20-22, 1999
PicSOM - A Framework for Content-Based Image Database Retrieval using Self-Organizing Maps
J. Laaksonen, M. Koskela, E. Oja
1999
11th Scandinavian Conference on Image Analysis (SCIA'99), Kangerlussuaq, Greenland, June 7-11, 1999
PicSOM: Self-Organizing Maps for Content-Based Image Retrieval
J. Laaksonen, M. Koskela, E. Oja
1999
International Joint Conference on Neural Networks (IJCNN'99), Washington, D.C., USA, July 10-16, 1999
Self-Organizing Maps for Content-Based Image Database Retrieval
E. Oja, J. Laaksonen, M. Koskela, S. Brandt
1999
Kohonen Maps
On-line Adaptation in Recognition of Handwritten Alphanumeric Characters
V. Vuori, J. Laaksonen, E. Oja, J. Kangas
1999
5th International Conference on Document Analysis and Recognition (ICDAR'99), Bangalore, India, September 20-22, 1999
Comparison of Adaptive Strategies for On-Line Character Recognition
J. Laaksonen, J. Hurri, E. Oja, J. Kangas
1998
International Conference on Neural Networks (ICANN'98), Skövde, Sweden, September 2-4, 1998
Experiments with a Self-Supervised Adaptive Classification Strategy in On-Line Recognition of Isolated Handwritten Latin Characters
J. Laaksonen, Jarmo Hurri, E. Oja, Jari Kangas
1998
Learning Subspace Classifiers and Error-Corrective Feature Extraction
J. Laaksonen, E. Oja
1998
International Journal of Pattern Recognition and Artificial Intelligence
Pattern Recognition
J. Lampinen, J. Laaksonen, E. Oja
1998
Image Processing and Pattern Recognition
Pattern reocognition
J. Lampinen, J. Laaksonen, E. Oja
1998
Image Processing and Pattern Recognition of Neural Network Systems Techniques and Applications
Neural and Statistical Classifiers - Taxonomy and Two Case Studies
L. Holmström, P. Koistinen, J. Laaksonen, E. Oja
1997
IEEE Transactions on Neural Networks
Density Function Interpretation of Subspace Classification Methods
J. Laaksonen, E. Oja
1997
10th Scandinavian Conference on Image Analysis, June 9-12, 1997, Lappeenranta, Finland
Error-Corrective Feature Extraction in Handwritten Digit Recognition
J. Laaksonen, E. Oja
1997
Engineering Applications of Neural Networks (EANN97), June 16-18, 1997, Stockholm, Sweden
Local Subspace Classifier
J. Laaksonen
1997
Local Subspace Classifier and Local Subspace SOM
J. Laaksonen
1997
Workshop on Self-Organizing Maps (WSOM'97), Espoo, Finland, June 4-6, 1997
Neural Network Systems, Techniques and Applications in Pattern Recognition
J. Lampinen, J. Laaksonen, E. Oja
1997
Comparison of Neural and Statistical Classifiers - Theory and Practice
L. Holmström, P. Koistinen, J. Laaksonen, E. Oja
1996
Neural Network and Statistical Perspectives of Classification
L. Holmström, P. Koistinen, J. Laaksonen, E. Oja
1996
13th International Conference on Pattern Recognition, Vienna, Austria, Aug. 25-30, 1996
LVQ_PAK: The Learning Vector Quantization Program Package
T. Kohonen, J. Hynninen, J. Kangas, J. Laaksonen, K. Torkkola
1996
SOM_PAK: The Self-Organizing Map Program Package
T. Kohonen, J. Hynninen, J. Kangas, J. Laaksonen
1996
Classification with Learning k-Nearest Neighbors
J. Laaksonen, E. Oja
1996
International Conference on Neural Networks (ICNN'96), Washington DC, USA, June 3-6, 1996
Subspace Dimension Selection and Averaged Learning Subspace Method in Handwritten Digit Classification
J. Laaksonen, E. Oja
1996
International Conference on Artificial Neural Networks (ICANN-96), Bochum, Germany, July 16-19, 1996