P2U: Progressive Precision Update For Efficient Model Distribution. - Afrabandpey, Homayun; Tavakoli, Hamed Rezazadegan (CoRR, 2025)

NN-VVC: A Hybrid Learned-Conventional Video Codec Targeting Humans and Machines. - Ahonen, Jukka I.; Le, Nam; Zhang, Honglei; Hallapuro, Antti; Cricri, Francesco; Tavakoli, Hamed Rezazadegan; Hannuksela, Miska M.; Rahtu, Esa (Int. J. Semantic Comput., 2024)

AIM 2024 Challenge on Video Saliency Prediction: Methods and Results. - Moskalenko, Andrey; Bryncev, Alexey; Vatolin, Dmitry S.; Timofte, Radu; Zhan, Gen; Yang, Li; Tang, Yunlong; Liao, Yiting; Lin, Jiongzhi; Huang, Baitao; Moradi, Morteza; Moradi, Mohammad; et al. (2024)

Efficient NeRF Optimization - Not All Samples Remain Equally Hard. - Korhonen, Juuso; Goutham, Rangu; Tavakoli, Hamed R.; Kannala, Juho (2024)

EyeFormer: Predicting Personalized Scanpaths with Transformer-Guided Reinforcement Learning. - Jiang, Yue; Guo, Zixin; Tavakoli, Hamed Rezazadegan; Leiva, Luis A.; Oulasvirta, Antti (2024)

Bridging the gap between image coding for machines and humans. - Le, Nam; Zhang, Honglei; Cricri, Francesco; Youvalari, Ramin Ghaznavi; Tavakoli, Hamed Rezazadegan; Aksu, Emre; Hannuksela, Miska M.; Rahtu, Esa (CoRR, 2024)

NN-VVC: Versatile Video Coding boosted by self-supervisedly learned image coding for machines. - Ahonen, Jukka I.; Le, Nam; Zhang, Honglei; Hallapuro, Antti; Cricri, Francesco; Tavakoli, Hamed Rezazadegan; Hannuksela, Miska M.; Rahtu, Esa (CoRR, 2024)

UEyes: An Eye-Tracking Dataset across User Interface Types. - Jiang, Yue; Leiva, Luis A.; Houssel, Paul R. B.; Tavakoli, Hamed R.; Kylmälä, Julia; Oulasvirta, Antti (CoRR, 2024)

EyeFormer: Predicting Personalized Scanpaths with Transformer-Guided Reinforcement Learning. - Jiang, Yue; Guo, Zixin; Tavakoli, Hamed Rezazadegan; Leiva, Luis A.; Oulasvirta, Antti (CoRR, 2024)

Efficient NeRF Optimization - Not All Samples Remain Equally Hard. - Korhonen, Juuso; Goutham, Rangu; Tavakoli, Hamed R.; Kannala, Juho (CoRR, 2024)

AIM 2024 Challenge on Video Saliency Prediction: Methods and Results. - Moskalenko, Andrey; Bryncev, Alexey; Vatolin, Dmitriy S.; Timofte, Radu; Zhan, Gen; Yang, Li; Tang, Yunlong; Liao, Yiting; Lin, Jiongzhi; Huang, Baitao; Moradi, Morteza; Moradi, Mohammad; et al. (CoRR, 2024)

Momentum Adapt: Robust Unsupervised Adaptation for Improving Temporal Consistency in Video Semantic Segmentation During Test-Time. - Hassankhani, Amirhossein; Tavakoli, Hamed Rezazadegan; Rahtu, Esa (2023)

UEyes: Understanding Visual Saliency across User Interface Types. - Jiang, Yue; Leiva, Luis A.; Tavakoli, Hamed Rezazadegan; Houssel, Paul R. B.; Kylmälä, Julia; Oulasvirta, Antti (2023)

Stabilizing the Convolution Operations for Neural Network-Based Image and Video Codecs for Machines. - Zhang, Honglei; Le, Nam; Cricri, Francesco; Ahonen, Jukka I.; Tavakoli, Hamed Rezazadegan (2023)

NN-VVC: Versatile Video Coding boosted by self-supervisedly learned image coding for machines. - Ahonen, Jukka I.; Le, Nam; Zhang, Honglei; Hallapuro, Antti; Cricri, Francesco; Tavakoli, Hamed Rezazadegan; Hannuksela, Miska M.; Rahtu, Esa (2023)

UEyes: Understanding Visual Saliency across User Interface Types. - Jiang, Yue; Leiva, Luis A.; Tavakoli, Hamed Rezazadegan; Houssel, Paul R. B.; Kylmälä, Julia; Oulasvirta, Antti (Zenodo, 2023)

A compact deep architecture for real-time saliency prediction. - Zabihi, Samad; Tavakoli, Hamed R.; Borji, Ali; Mansoori, Eghbal G. (Signal Process. Image Commun., 2022)

Overview of the Neural Network Compression and Representation (NNR) Standard. - Kirchhoffer, Heiner; Haase, Paul; Samek, Wojciech; Müller, Karsten; Tavakoli, Hamed Rezazadegan; Cricri, Francesco; Aksu, Emre B.; Hannuksela, Miska M.; Jiang, Wei; Wang, Wei; Liu, Shan; Jain, Swayambhoo; et al. (IEEE Trans. Circuits Syst. Video Technol., 2022)

Overfitting multiplier parameters for content-adaptive post-filtering in video coding. - Santamaría, María; Yang, Ruiying; Cricri, Francesco; Zhang, Honglei; Lainema, Jani; Youvalari, Ramin Ghaznavi; Tavakoli, Hamed R.; Hannuksela, Miska M. (2022)

Adaptive Multi-Scale Progressive Probability Model for Lossless Image Compression. - Zhang, Honglei; Cricri, Francesco; Zou, Nannan; Tavakoli, Hamed R.; Hannuksela, Miska M. (2022)

Stochastic Binary-Ternary Quantization for Communication Efficient Federated Computation. - Goutham, Rangu; Afrabandpey, Homayun; Cricri, Francesco; Zhang, Honglei; Aksu, Emre; Hannuksela, Miska M.; Tavakoli, Hamed R. (2022)

Bridging the Gap Between Image Coding for Machines and Humans. - Le, Nam; Zhang, Honglei; Cricri, Francesco; Youvalari, Ramin Ghaznavi; Tavakoli, Hamed Rezazadegan; Aksu, Emre; Hannuksela, Miska M.; Rahtu, Esa (2022)

Efficient Topology Coding and Payload Partitioning Techniques for Neural Network Compression (NNC) Standard. - Laitinen, Jaakko; Mercat, Alexandre; Vanne, Jarno; Tavakoli, Hamed Rezazadegan; Cricri, Francesco; Aksu, Emre; Hannuksela, Miska M. (2022)

TMD: Transformed Mesh Decoder for Mesh Animation. - Fasogbon, Peter; Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed R.; Aksu, Emre (2022)

The Lottery Ticket Adaptation for Neural Video Coding. - Zou, Nannan; Cricri, Francesco; Zhang, Honglei; Tavakoli, Hamed R.; Hannuksela, Miska M.; Rahtu, Esa (2022)

On the Importance of Temporal Dependencies of Weight Updates in Communication Efficient Federated Learning. - Afrabandpey, Homayun; Goutham, Rangu; Zhang, Honglei; Criri, Francesco; Aksu, Emre; Tavakoli, Hamed R. (2022)

Leveraging progressive model and overfitting for efficient learned image compression. - Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed Rezazadegan; Aksu, Emre; Hannuksela, Miska M. (CoRR, 2022)

Deep saliency models : The quest for the loss function. - Bruckert, Alexandre; Tavakoli, Hamed R.; Liu, Zhi; Christie, Marc; Meur, Olivier Le (Neurocomputing, 2021)

Learned Video Compression With Intra-Guided Enhancement and Implicit Motion Information. - Zou, Nannan; Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed R.; Lainema, Jani; Aksu, Emre; Hannuksela, Miska M.; Rahtu, Esa (2021)

Mind The Structure: Adopting Structural Information For Deep Neural Network Compression. - Afrabandpey, Homayun; Muravev, Anton; Tavakoli, Hamed R.; Zhang, Honglei; Cricri, Francesco; Gabbouj, Moncef; Aksu, Emre (2021)

Hybrid Pruning And Sparsification. - Tavakoli, Hamed R.; Wabnig, Joachim; Cricri, Francesco; Zhang, Honglei; Aksu, Emre; Saniee, Iraj (2021)

Learned Image Coding for Machines: A Content-Adaptive Approach. - Le, Nam; Zhang, Honglei; Cricri, Francesco; Youvalari, Ramin Ghaznavi; Tavakoli, Hamed Rezazadegan; Rahtu, Esa (2021)

Enhancing Image Coding for Machines with Compressed Feature Residuals. - Seppälä, Joni; Zhang, Honglei; Le, Nam; Youvalari, Ramin Ghaznavi; Cricri, Francesco; Tavakoli, Hamed Rezazadegan; Aksu, Emre; Hannuksela, Miska M.; Rahtu, Esa (2021)

Learned Enhancement Filters for Image Coding for Machines. - Ahonen, Jukka I.; Youvalari, Ramin Ghaznavi; Le, Nam; Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed Rezazadegan; Hannuksela, Miska M.; Rahtu, Esa (2021)

Adaptation and Attention for Neural Video Coding. - Zou, Nannan; Zhang, Honglei; Cricri, Francesco; Youvalari, Ramin Ghaznavi; Tavakoli, Hamed R.; Lainema, Jani; Aksu, Emre; Hannuksela, Miska M.; Rahtu, Esa (2021)

Learn to overfit better: finding the important parameters for learned image compression. - Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed Rezazadegan; Santamaría, María; Lam, Yat-Hong; Hannuksela, Miska M. (2021)

Understanding Visual Saliency in Mobile User Interfaces. - Leiva, Luis A.; Xue, Yunfei; Bansal, Avya; Tavakoli, Hamed R.; Köroglu, Tugçe; Dayama, Niraj Ramesh; Oulasvirta, Antti (CoRR, 2021)

Learned Image Coding for Machines: A Content-Adaptive Approach. - Le, Nam; Zhang, Honglei; Cricri, Francesco; Youvalari, Ramin Ghaznavi; Tavakoli, Hamed Rezazadegan; Rahtu, Esa (CoRR, 2021)

Lossless Image Compression Using a Multi-Scale Progressive Statistical Model. - Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed R.; Zou, Nannan; Aksu, Emre; Hannuksela, Miska M. (CoRR, 2021)

Adaptation and Attention for Neural Video Coding. - Zou, Nannan; Zhang, Honglei; Cricri, Francesco; Youvalari, Ramin Ghaznavi; Tavakoli, Hamed R.; Lainema, Jani; Aksu, Emre; Hannuksela, Miska M.; Rahtu, Esa (CoRR, 2021)

A unified cycle-consistent neural model for text and image retrieval. - Cornia, Marcella; Baraldi, Lorenzo; Tavakoli, Hamed R.; Cucchiara, Rita (Multim. Tools Appl., 2020)

Image Captioning Through Image Transformer. - He, Sen; Liao, Wentong; Tavakoli, Hamed R.; Yang, Michael Ying; Rosenhahn, Bodo; Pugeault, Nicolas (2020)

Lossless Image Compression Using a Multi-scale Progressive Statistical Model. - Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed R.; Zou, Nannan; Aksu, Emre; Hannuksela, Miska M. (2020)

End-to-End Learning for Video Frame Compression with Self-Attention. - Zou, Nannan; Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed R.; Lainema, Jani; Aksu, Emre; Hannuksela, Miska M.; Rahtu, Esa (2020)

Deep Audio-Visual Saliency: Baseline Model and Data. - Tavakoli, Hamed Rezazadegan; Borji, Ali; Kannala, Juho; Rahtu, Esa (2020)

Understanding Visual Saliency in Mobile User Interfaces. - Leiva, Luis A.; Xue, Yunfei; Bansal, Avya; Tavakoli, Hamed R.; Köroglu, Tugçe; Du, Jingzhou; Dayama, Niraj Ramesh; Oulasvirta, Antti (2020)

AI4TV 2020: 2nd International Workshop on AI for Smart TV Content Production, Access and Delivery. - Troncy, Raphaël; Laaksonen, Jorma; Tavakoli, Hamed R.; Nixon, Lyndon J. B.; Mezaris, Vasileios; Hosseini, Mohammad (2020)

L2C - Learning to Learn to Compress. - Zou, Nannan; Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed R.; Lainema, Jani; Hannuksela, Miska M.; Aksu, Emre; Rahtu, Esa (2020)

Geometric Image Correspondence Verification by Dense Pixel Matching. - Laskar, Zakaria; Melekhov, Iaroslav; Tavakoli, Hamed R.; Ylioinas, Juha (2020)

AI4TV '20: Proceedings of the 2nd International Workshop on AI for Smart TV Content Production, Access and Delivery, Seattle, WA, USA, October 2, 2020 (ACM, 2020)

End-to-End Learning for Video Frame Compression with Self-Attention. - Zou, Nannan; Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed R.; Lainema, Jani; Aksu, Emre; Hannuksela, Miska M.; Rahtu, Esa (CoRR, 2020)

Image Captioning through Image Transformer. - He, Sen; Liao, Wentong; Tavakoli, Hamed R.; Yang, Michael Ying; Rosenhahn, Bodo; Pugeault, Nicolas (CoRR, 2020)

L2C - Learning to Learn to Compress. - Zou, Nannan; Zhang, Honglei; Cricri, Francesco; Tavakoli, Hamed R.; Lainema, Jani; Hannuksela, Miska M.; Aksu, Emre; Rahtu, Esa (CoRR, 2020)

A Compact Deep Architecture for Real-time Saliency Prediction. - Zabihi, Samad; Tavakoli, Hamed Rezazadegan; Borji, Ali (CoRR, 2020)

Understanding and Visualizing Deep Visual Saliency Models. - He, Sen; Tavakoli, Hamed R.; Borji, Ali; Mi, Yang; Pugeault, Nicolas (2019)

AWSD: Adaptive Weighted Spatiotemporal Distillation for Video Representation. - Tavakolian, Mohammad; Tavakoli, Hamed Rezazadegan; Hadid, Abdenour (2019)

Human Attention in Image Captioning: Dataset and Analysis. - He, Sen; Tavakoli, Hamed Rezazadegan; Borji, Ali; Pugeault, Nicolas (2019)

AI4TV 2019: 1st International Workshop on AI for Smart TV Content Production, Access and Delivery. - Troncy, Raphaël; Laaksonen, Jorma; Tavakoli, Hamed R.; Nixon, Lyndon J. B.; Mezaris, Vasileios (2019)

Digging Deeper Into Egocentric Gaze Prediction. - Tavakoli, Hamed Rezazadegan; Rahtu, Esa; Kannala, Juho; Borji, Ali (2019)

Semantic Matching by Weakly Supervised 2D Point Set Registration. - Laskar, Zakaria; Tavakoli, Hamed Rezazadegan; Kannala, Juho (2019)

Proceedings of the 1st International Workshop on AI for Smart TV Content Production, Access and Delivery, AI4TV@MM 2019, Nice, France, October 21, 2019. (ACM, 2019)

Semantic Matching by Weakly Supervised 2D Point Set Registration. - Laskar, Zakaria; Tavakoli, Hamed R.; Kannala, Juho (CoRR, 2019)

A Synchronized Multi-Modal Attention-Caption Dataset and Analysis. - He, Sen; Tavakoli, Hamed R.; Borji, Ali; Pugeault, Nicolas (CoRR, 2019)

Understanding and Visualizing Deep Visual Saliency Models. - He, Sen; Tavakoli, Hamed R.; Borji, Ali; Mi, Yang; Pugeault, Nicolas (CoRR, 2019)

Digging Deeper into Egocentric Gaze Prediction. - Tavakoli, Hamed R.; Rahtu, Esa; Kannala, Juho; Borji, Ali (CoRR, 2019)

Geometric Image Correspondence Verification by Dense Pixel Matching. - Laskar, Zakaria; Melekhov, Iaroslav; Tavakoli, Hamed R.; Ylioinas, Juha; Kannala, Juho (CoRR, 2019)

PeyeDF: an Eye-Tracking Application for Reading and Self-Indexing Research. - Filetti, Marco; Tavakoli, Hamed R.; Ravaja, Niklas; Jacucci, Giulio (CoRR, 2019)

DAVE: A Deep Audio-Visual Embedding for Dynamic Saliency Prediction. - Tavakoli, Hamed R.; Borji, Ali; Rahtu, Esa; Kannala, Juho (CoRR, 2019)

Deep Saliency Models : The Quest For The Loss Function. - Bruckert, Alexandre; Tavakoli, Hamed R.; Liu, Zhi; Christie, Marc; Meur, Olivier Le (CoRR, 2019)

Image and Video Captioning with Augmented Neural Architectures. - Shetty, Rakshith; Tavakoli, Hamed Rezazadegan; Laaksonen, Jorma (IEEE Multim., 2018)

Towards Cycle-Consistent Models for Text and Image Retrieval. - Cornia, Marcella; Baraldi, Lorenzo; Tavakoli, Hamed R.; Cucchiara, Rita (2018)

Bottom-Up Attention Guidance for Recurrent Image Recognition. - Tavakoli, Hamed R.; Borji, Ali; Anwer, Rao Muhammad; Rahtu, Esa; Kannala, Juho (2018)

PicSOM Experiments in TRECVID 2018. - Sjöberg, Mats; Tavakoli, Hamed R.; Xu, Zhicun; Mantecón, Héctor Laria; Laaksonen, Jorma (2018)

Bottom-up Attention, Models of. - Borji, Ali; Tavakoli, Hamed R.; Bylinskii, Zoya (CoRR, 2018)

Exploiting inter-image similarity and ensemble of extreme learners for fixation prediction using deep features. - Tavakoli, Hamed Rezazadegan; Borji, Ali; Laaksonen, Jorma; Rahtu, Esa (Neurocomputing, 2017)

Fixation Prediction in Videos Using Unsupervised Hierarchical Features. - Wang, Julius; Tavakoli, Hamed R.; Laaksonen, Jorma (2017)

Saliency Revisited: Analysis of Mouse Movements Versus Fixations. - Tavakoli, Hamed R.; Ahmed, Fawad; Borji, Ali; Laaksonen, Jorma (2017)

Paying Attention to Descriptions Generated by Image Captioning Models. - Tavakoli, Hamed R.; Shetty, Rakshith; Borji, Ali; Laaksonen, Jorma (2017)

Investigating Natural Image Pleasantness Recognition using Deep Features and Eye Tracking for Loosely Controlled Human-computer Interaction. - Tavakoli, Hamed Rezazadegan; Laaksonen, Jorma; Rahtu, Esa (CoRR, 2017)

Prominent Object Detection and Recognition: A Saliency-based Pipeline. - Tavakoli, Hamed Rezazadegan; Laaksonen, Jorma (CoRR, 2017)

Can Saliency Information Benefit Image Captioning Models? - Tavakoli, Hamed Rezazadegan; Shetty, Rakshith; Borji, Ali; Laaksonen, Jorma (CoRR, 2017)

Saliency Revisited: Analysis of Mouse Movements versus Fixations. - Tavakoli, Hamed R.; Ahmed, Fawad; Borji, Ali; Laaksonen, Jorma (CoRR, 2017)

Bottom-Up Fixation Prediction Using Unsupervised Hierarchical Models. - Tavakoli, Hamed Rezazadegan; Laaksonen, Jorma (2016)

Towards gaze-based video annotation. - Soliman, Mohamed; Tavakoli, Hamed Rezazadegan; Laaksonen, Jorma (2016)

Preliminary Studies on Personalized Preference Prediction from Gaze in Comparing Visualizations. - Tavakoli, Hamed Rezazadegan; Poostchi, Hanieh; Peltonen, Jaakko; Laaksonen, Jorma; Kaski, Samuel (2016)

Exploiting Scene Context for Image Captioning. - Shetty, Rakshith; Tavakoli, Hamed Rezazadegan; Laaksonen, Jorma (2016)

On the Contribution of Saliency in Visual Tracking. - Alikhani, Iman; Tavakoli, Hamed Rezazadegan; Rahtu, Esa; Laaksonen, Jorma (2016)

Exploiting inter-image similarity and ensemble of extreme learners for fixation prediction using deep features. - Tavakoli, Hamed Rezazadegan; Borji, Ali; Laaksonen, Jorma; Rahtu, Esa (CoRR, 2016)

Analysis of Sampling Techniques for Learning Binarized Statistical Image Features Using Fixations and Salience. - Tavakoli, Hamed Rezazadegan; Rahtu, Esa; Heikkilä, Janne (2014)

Affordances in Video Surveillance. - Yaghoobi, Agheleh; Tavakoli, Hamed Rezazadegan; Röning, Juha (2014)

Emotional Valence Recognition, Analysis of Salience and Eye Movements. - Tavakoli, Hamed Rezazadegan; Yanulevskaya, Victoria; Rahtu, Esa; Heikkilä, Janne; Sebe, Nicu (2014)

Stochastic bottom-up fixation prediction and saccade generation. - Tavakoli, Hamed Rezazadegan; Rahtu, Esa; Heikkilä, Janne (Image Vis. Comput., 2013)

Spherical Center-Surround for Video Saliency Detection Using Sparse Sampling. - Tavakoli, Hamed Rezazadegan; Rahtu, Esa; Heikkilä, Janne (2013)

Analysis of Scores, Datasets, and Models in Visual Saliency Prediction. - Borji, Ali; Tavakoli, Hamed Rezazadegan; Sihite, Dicky N.; Itti, Laurent (2013)

Saliency Detection Using Joint Temporal and Spatial Decorrelation. - Tavakoli, Hamed Rezazadegan; Rahtu, Esa; Heikkilä, Janne (2013)

Temporal Saliency for Fast Motion Detection. - Tavakoli, Hamed Rezazadegan; Rahtu, Esa; Heikkilä, Janne (2012)

Fast and Efficient Saliency Detection Using Sparse Sampling and Kernel Density Estimation. - Tavakoli, Hamed Rezazadegan; Rahtu, Esa; Heikkilä, Janne (2011)

Study of gabor and local binary patterns for retinal image analysis. - Tavakoli, Hamed Rezazadegan; Pourreza, Hamid-Reza; Quchani, Saeed Rahati (2010)

Automated Center of Radial Distortion Estimation, Using Active Targets. - Tavakoli, Hamed Rezazadegan; Pourreza, Hamid Reza (2009)