Jean Bégaint
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View article: End-to-end optimized image compression for multiple machine tasks
End-to-end optimized image compression for multiple machine tasks Open
An increasing share of captured images and videos are transmitted for storage and remote analysis by computer vision algorithms, rather than to be viewed by humans. Contrary to traditional standard codecs with engineered tools, neural netw…
View article: End-to-End optimized image compression for machines, a study
End-to-End optimized image compression for machines, a study Open
An increasing share of image and video content is analyzed by machines rather than viewed by humans, and therefore it becomes relevant to optimize codecs for such applications where the analysis is performed remotely. Unfortunately, conven…
View article: CompressAI: a PyTorch library and evaluation platform for end-to-end\n compression research
CompressAI: a PyTorch library and evaluation platform for end-to-end\n compression research Open
This paper presents CompressAI, a platform that provides custom operations,\nlayers, models and tools to research, develop and evaluate end-to-end image and\nvideo compression codecs. In particular, CompressAI includes pre-trained models\n…
View article: CompressAI: a PyTorch library and evaluation platform for end-to-end compression research
CompressAI: a PyTorch library and evaluation platform for end-to-end compression research Open
This paper presents CompressAI, a platform that provides custom operations, layers, models and tools to research, develop and evaluate end-to-end image and video compression codecs. In particular, CompressAI includes pre-trained models and…
View article: Deep Frame Interpolation for Video Compression
Deep Frame Interpolation for Video Compression Open
International audience
View article: Towards novel inter-prediction methods for image and video compression
Towards novel inter-prediction methods for image and video compression Open
Due to the large availability of video cameras and new social media practices, as well as the emergence of cloud services, images and videosconstitute today a significant amount of the total data that is transmitted over the internet. Vide…
View article: Region-based models for motion compensation in video compression
Region-based models for motion compensation in video compression Open
International audience
View article: Region-Based Prediction for Image Compression in the Cloud
Region-Based Prediction for Image Compression in the Cloud Open
Thanks to the increasing number of images stored in the cloud, external image similarities can be leveraged to efficiently compress images by exploiting inter-images correlations. In this paper, we propose a novel image prediction scheme f…