A Comparative Review of Deep Learning Models for Deepfake Detection

Authors: Cogranne, Rémi

Contributors: Cogranne, Rémi, IEEE

Source: 2025 International Conference on Advanced Machine Learning and Data Science (AMLDS). :228-235

Subject Terms: [INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], [INFO.INFO-TS] Computer Science [cs]/Signal and Image Processing, Review, Deepfake detection, Deepfake detection Generative AI Survey Review Benchmarking Empirical evaluation Artificial Inteligence Image Forensics Media Security, Benchmarking, [STAT.AP] Statistics [stat]/Applications [stat.AP], Generative AI, Empirical evaluation, Media Security, Artificial Inteligence, Survey, Image Forensics

File Description: application/pdf

Access URL: https://hal.science/hal-05016497v1
https://hal.science/hal-04884563v1

CDN Failure Management in Content Steering Multi-CDN System

Authors: Kara, Burak, Simon, Gwendal

Contributors: Kara, Burak

Source: Proceedings of the 4th Mile-High Video Conference. :1-6

Subject Terms: [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], Content Delivery Network, Multi-CDN, Content Steering, Disaster recovery

File Description: application/pdf

Access URL: https://hal.science/hal-05029466v1
https://hal.science/hal-05029466v1/document
https://doi.org/10.1145/3715675.3715790

3D-HEVC Fast CCL Intra Partitioning Algorithm For Low Bitrate Applications

Authors: Omran, Nacir, Kachouri, Rostom, Maraoui, Amna, Werda, Imen, Belgacem, Hamdi

Contributors: Kachouri, Rostom

Source: 2025 IEEE 22nd International Multi-Conference on Systems, Signals & Devices (SSD). :749-755

Subject Terms: [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], [INFO.INFO-TI] Computer Science [cs]/Image Processing [eess.IV], Connected Component Labeling, 3D-HEVC, 3D-HEVC Connected Component Labeling CTU Partitioning Depth Maps Intra Coding Video Compression, Video Compression, [INFO] Computer Science [cs], Intra Coding, CTU Partitioning, Depth Maps

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Multi-track MusicLDM: Towards Versatile Music Generation with Latent Diffusion Model

Authors: Karchkhadze, Tornike, Izadi, Mohammad, Chen, Ke, Dubnov, Shlomo, Assayag, Gérard

Contributors: Karchkhadze, Tornike

Source: Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering ISBN: 9783031972560

Subject Terms: FOS: Computer and information sciences, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], Sound (cs.SD), Multi track, Music generation, Diffusion model, [INFO.INFO-LG] Computer Science [cs]/Machine Learning [cs.LG], Computer Science - Sound, Diffusion model Multi track Arrangement generation Music generation, Multimedia (cs.MM), Arrangement generation, Audio and Speech Processing (eess.AS), FOS: Electrical engineering, electronic engineering, information engineering, Computer Science - Multimedia, Electrical Engineering and Systems Science - Audio and Speech Processing

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Access URL: http://arxiv.org/abs/2409.02845
https://hal.science/hal-04715297v2

A Comparative Assessment of Implicit and Explicit Plenoptic Scene Representations

Authors: Freitas, Davi, de Queiroz, Ricardo, Tabus, Ioan, Guillemot, Christine

Contributors: Freitas, Davi R

Source: 2024 IEEE 26th International Workshop on Multimedia Signal Processing (MMSP)

Subject Terms: [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], NeRF, [INFO.INFO-TS] Computer Science [cs]/Signal and Image Processing, Compression, 3D Gaussian Splatting, Plenoptic Point Clouds

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Access URL: https://inria.hal.science/hal-04709909v1

Real-Time Multi-Map Saliency-Driven Gaze Behavior for Non-Conversational Characters

Authors: Goudé, Ific, Bruckert, Alexandre, Olivier, Anne-Hélène, Pettré, Julien, Cozot, Rémi, Bouatouch, Kadi, Christie, Marc, Hoyet, Ludovic

Contributors: Hoyet, Ludovic, Nous, virtuels (VIRTUS), Inria Rennes – Bretagne Atlantique, Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Laboratoire Mouvement Sport Santé (M2S), Université de Rennes (UR)-École normale supérieure - Rennes (ENS Rennes)-Université de Rennes 2 (UR2)-Structure Fédérative de Recherche en Biologie et Santé de Rennes (Biosit : Biologie - Santé - Innovation Technologique)-Université de Rennes (UR)-École normale supérieure - Rennes (ENS Rennes)-Université de Rennes 2 (UR2)-Structure Fédérative de Recherche en Biologie et Santé de Rennes (Biosit : Biologie - Santé - Innovation Technologique)-RÉALITÉ VIRTUELLE, HUMAINS VIRTUELS, INTERACTIONS ET ROBOTIQUE (IRISA-D5), Institut de Recherche en Informatique et Systèmes Aléatoires (IRISA), Université de Rennes (UR)-Institut National des Sciences Appliquées - Rennes (INSA Rennes), Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Université de Bretagne Sud (UBS)-École normale supérieure - Rennes (ENS Rennes)-Institut National de Recherche en Informatique et en Automatique (Inria)-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique (IMT Atlantique), Institut Mines-Télécom Paris (IMT)-Institut Mines-Télécom Paris (IMT)-Université de Rennes (UR)-Institut National des Sciences Appliquées - Rennes (INSA Rennes), Institut Mines-Télécom Paris (IMT)-Institut Mines-Télécom Paris (IMT)-Institut de Recherche en Informatique et Systèmes Aléatoires (IRISA), Institut National des Sciences Appliquées (INSA)-Institut National des Sciences Appliquées (INSA)-Université de Bretagne Sud (UBS)-CentraleSupélec-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique (IMT Atlantique), Institut Mines-Télécom Paris (IMT)-Institut Mines-Télécom Paris (IMT), Image Perception Interaction (LS2N - équipe IPI), Laboratoire des Sciences du Numérique de Nantes (LS2N), Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique (IMT Atlantique), Institut Mines-Télécom Paris (IMT)-Institut Mines-Télécom Paris (IMT)-NANTES UNIVERSITÉ - École Centrale de Nantes (Nantes Univ - ECN), Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ)-Nantes université - UFR des Sciences et des Techniques (Nantes univ - UFR ST), Nantes Université - pôle Sciences et technologie, Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ)-Nantes Université - pôle Sciences et technologie, Nantes Université (Nantes Univ)-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique (IMT Atlantique), Nantes Université (Nantes Univ), Laboratoire Mouvement Sport Santé (M2S), Université de Rennes (UR)-École normale supérieure - Rennes (ENS Rennes)-Université de Rennes 2 (UR2)-Structure Fédérative de Recherche en Biologie et Santé de Rennes (Biosit : Biologie - Santé - Innovation Technologique), Laboratoire d'Informatique Signal et Image de la Côte d'Opale (LISIC), Université du Littoral Côte d'Opale (ULCO), ANR-21-ESRE-0030,CONTINUUM,Collaborative Continuity from Digital to Human(2021), Centre Inria de l'Université de Rennes, Université de Rennes (UR)-École normale supérieure - Rennes (ENS Rennes)-Université de Brest (UBO)-Université de Rennes 2 (UR2)-Structure Fédérative de Recherche en Biologie et Santé de Rennes (Biosit : Biologie - Santé - Innovation Technologique)-Université de Rennes (UR)-École normale supérieure - Rennes (ENS Rennes)-Université de Brest (UBO)-Université de Rennes 2 (UR2)-Structure Fédérative de Recherche en Biologie et Santé de Rennes (Biosit : Biologie - Santé - Innovation Technologique)-RÉALITÉ VIRTUELLE, HUMAINS VIRTUELS, INTERACTIONS ET ROBOTIQUE (IRISA-D5), Université de Rennes (UR)-École normale supérieure - Rennes (ENS Rennes)-Université de Brest (UBO)-Université de Rennes 2 (UR2)-Structure Fédérative de Recherche en Biologie et Santé de Rennes (Biosit : Biologie - Santé - Innovation Technologique)

Source: IEEE Transactions on Visualization and Computer Graphics. 30:3871-3883

Subject Terms: Male, Adult, Eye Movements, Fixation, Ocular, 02 engineering and technology, [INFO.INFO-CV] Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV], Eye-tracking data, Computer Graphics, 0202 electrical engineering, electronic engineering, information engineering, Humans, Attention, Eye-Tracking Technology, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], [INFO.INFO-MM]Computer Science [cs]/Multimedia [cs.MM], Virtual Reality, [INFO.INFO-CV]Computer Science [cs]/Computer Vision and Pattern Recognition [cs.CV], Animation, [INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation, Video Games, Female, [INFO.INFO-MO] Computer Science [cs]/Modeling and Simulation, Gaze behavior, Neural networks, Simulation, Dataset

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Access URL: https://pubmed.ncbi.nlm.nih.gov/37022858

Using Web Audio Modules for Immersive Audio Collaboration in the Musical Metaverse

Authors: Buffa, Michel, Hofr, Ayoub, Girard, Dorian

Contributors: BUFFA, MICHEL

Source: 2024 IEEE 5th International Symposium on the Internet of Sounds (IS2). :1-10

Subject Terms: [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], [INFO.INFO-WB] Computer Science [cs]/Web, Web Audio Modules, Musical Metaverse, Web Audio Plugins, CRDT, WebXR WebAudio, Collaborative Experiences, [INFO] Computer Science [cs], Web standards, WebMIDI

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Access URL: https://inria.hal.science/hal-04695228v1

Linking Intrinsic Difficulty and Regret to Properties of Multivariate Gaussians in Image Steganalysis

Authors: Mallet, Antoine, Cogranne, Rémi, Bas, Patrick

Contributors: Mallet, Antoine

Source: Proceedings of the 2024 ACM Workshop on Information Hiding and Multimedia Security

Subject Terms: [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], image processing pipeline, cover-source mismatch, fingerprint, steganalysis, Forensics

File Description: application/pdf

Access URL: https://hal.science/hal-04571870v2/document
https://hal.science/hal-04571870v2
https://doi.org/10.1145/3658664.3659643

Statistical Correlation as a Forensic Feature to Mitigate the Cover-Source Mismatch

Authors: Mallet, Antoine, Bas, Patrick, Cogranne, Rémi

Contributors: Mallet, Antoine

Source: Proceedings of the 2024 ACM Workshop on Information Hiding and Multimedia Security

Subject Terms: • Security and privacy, KEYWORDS forensics, steganalysis, cover-source mismatch, image processing pipeline, fingerprint, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], Computing methodologies → Image processing, image processing pipeline, cover-source mismatch, fingerprint, CCS CONCEPTS Computing methodologies → Image processing • Applied computing → Investigation techniques • Security and privacy KEYWORDS forensics, steganalysis, cover-source mismatch, image processing pipeline, fingerprint, steganalysis, • Applied computing → Investigation techniques, Forensics, CCS CONCEPTS

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AMD Journee: A Patient Co-designed VR Experience to Raise Awareness Towards the Impact of AMD on Social Interactions

Authors: Johanna Delachambre, Hui-Yin Wu, Sebastian Vizcay, Monica Di Meo, Frédérique Lagniez, Christine Morfin-Bourlat, Stéphanie Baillif, Pierre Kornprobst

Contributors: Delachambre, Johanna

Source: ACM International Conference on Interactive Media Experiences. :17-29

Subject Terms: [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], Emotion Analysis, Gaze Behavior, [SCCO.PSYC] Cognitive science/Psychology, [INFO.INFO-GR] Computer Science [cs]/Graphics [cs.GR], [INFO.INFO-HC] Computer Science [cs]/Human-Computer Interaction [cs.HC], Age related Macular Degeneration, Social interaction, Virtual reality, Awareness Raising, 3. Good health

File Description: application/pdf

Access URL: https://hal.science/hal-04573093v1
https://hal.science/hal-04573093v1/document
https://doi.org/10.1145/3639701.3656314

Deep Blind Image Quality Assessment Using Dynamic Neural Model With Dual-Order Statistics

Authors: Zihan Zhou, Jing Li, Dexiang Zhong, Yong Xu, Patrick Le Callet

Contributors: Laboratoire des Sciences du Numérique de Nantes (LS2N), Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique (IMT Atlantique), Institut Mines-Télécom Paris (IMT)-Institut Mines-Télécom Paris (IMT)-NANTES UNIVERSITÉ - École Centrale de Nantes (Nantes Univ - ECN), Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ)-Nantes université - UFR des Sciences et des Techniques (Nantes univ - UFR ST), Nantes Université - pôle Sciences et technologie, Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ)-Nantes Université - pôle Sciences et technologie, Nantes Université (Nantes Univ), Image Perception Interaction (LS2N - équipe IPI), Nantes Université (Nantes Univ)-Institut National de Recherche en Informatique et en Automatique (Inria)-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique (IMT Atlantique)

Source: IEEE Transactions on Circuits and Systems for Video Technology. 34:6279-6290

Subject Terms: [INFO.INFO-MM]Computer Science [cs]/Multimedia [cs.MM], 0202 electrical engineering, electronic engineering, information engineering, [INFO]Computer Science [cs], 02 engineering and technology

Detecting Notational Errors in Digital Music Scores

Authors: Géré, Léo, Audebert, Nicolas, Jacquemard, Florent

Contributors: Géré, Léo

Subject Terms: [SHS.MUSIQ] Humanities and Social Sciences/Musicology and performing arts, FOS: Computer and information sciences, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], MusicXML, Multimedia, digital music score, data quality, [INFO.INFO-TT] Computer Science [cs]/Document and Text Processing, Multimedia (cs.MM)

File Description: application/pdf

Access URL: http://arxiv.org/abs/2510.02746
https://hal.science/hal-05294807v1

Maximize margins for robust splicing detection

Authors: Simon de Kergunic, Julien, Abecidan, Rony, Bas, Patrick, Itier, Vincent

Contributors: ABECIDAN, Rony

Subject Terms: [INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], FOS: Computer and information sciences, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], [INFO.INFO-TS] Computer Science [cs]/Signal and Image Processing, Cryptography and Security, [INFO.INFO-NE] Computer Science [cs]/Neural and Evolutionary Computing [cs.NE], Digital Forensics, Multimedia Forensics, Splicing Detection, Computer Vision, Deep Learning, Out of distribution generalization, Neural networks, Signal Processing, Machine Learning (cs.LG), Machine Learning, [INFO.INFO-CY] Computer Science [cs]/Computers and Society [cs.CY], Artificial Intelligence (cs.AI), [INFO.INFO-TI] Computer Science [cs]/Image Processing [eess.IV], Artificial Intelligence, Cryptography and Security (cs.CR), [INFO.INFO-CR] Computer Science [cs]/Cryptography and Security [cs.CR]

File Description: application/pdf

Access URL: http://arxiv.org/abs/2508.00897
https://hal.science/hal-05186835v1
https://hal.science/hal-05186835v1/document

All designers in the land of AI?

Authors: Jamet-Pinkiewicz, Florence

Contributors: Jamet-Pinkiewicz, Florence

Subject Terms: [INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], Design &, Design, Artificial Intelligence, AI, [SHS.ART] Humanities and Social Sciences/Art and art history, [SHS] Humanities and Social Sciences, amp, Digital creation

Access URL: https://hal.science/hal-05102774v1

Retracer les devenirs féministes de figures mythiques : le dialogue fécond entre recherche et création

Authors: Berthier, Manon, Martigny, Cassandre

Contributors: Berthier, Manon

Subject Terms: [SHS.LITT] Humanities and Social Sciences/Literature, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], [SHS.GENRE] Humanities and Social Sciences/Gender studies

Access URL: https://hal.science/hal-05080480v1

Les Simpson et les autres: L'extraordinaire animation de Matt Groening

Authors: Breton, Justine

Contributors: Breton, Justine

Subject Terms: [SHS.LITT] Humanities and Social Sciences/Literature, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], Télévision, Médias, Série, [SHS.HIST] Humanities and Social Sciences/History, Science-fiction, Fantasy, Humour, sitcom

Access URL: https://hal.science/hal-05161549v1

Real-Time Collaborative Music Creation on the Web: exploiting Web Audio Modules for Interactive Performance and Composition

Authors: Buffa, Michel, Burns, Tom

Contributors: BUFFA, MICHEL

Subject Terms: Real Time Music Performances, [SHS.MUSIQ] Humanities and Social Sciences/Musicology and performing arts, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], [INFO.INFO-WB] Computer Science [cs]/Web, Web Audio Modules, WebAudio WebMIDI Web Audio Plugins Web standards Web Audio Modules CRDT Collaborative Experience Real Time Music Performances, Web Audio Plugins, WebAudio, CRDT, Collaborative Experience, [INFO] Computer Science [cs], Web standards, WebMIDI

File Description: application/pdf

Access URL: https://inria.hal.science/hal-05102625v1

TOWARDS A COLLABORATIVE MUSICAL METAVERSE: MULTI-PARTICIPANT WEB EXPERIMENTS

Authors: Buffa, Michel, Escobar, Quentin, Hofr, Ayoub

Contributors: BUFFA, MICHEL

Subject Terms: [SHS.MUSIQ] Humanities and Social Sciences/Musicology and performing arts, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], [INFO.INFO-WB] Computer Science [cs]/Web

File Description: application/pdf

Access URL: https://hal.science/hal-05102614v1

Crafting Musical Agents: Interactive Generation as a Catalyst for Artistic Formalization

Authors: Nika, Jérôme, Schwarz, Diemo, Muller, Augustin

Contributors: Nika, Jérôme

Subject Terms: [INFO.INFO-AI] Computer Science [cs]/Artificial Intelligence [cs.AI], [INFO.INFO-OH] Computer Science [cs]/Other [cs.OH], [SHS.MUSIQ] Humanities and Social Sciences/Musicology and performing arts, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], [INFO.INFO-DS] Computer Science [cs]/Data Structures and Algorithms [cs.DS], [INFO.INFO-SD] Computer Science [cs]/Sound [cs.SD]

File Description: application/pdf

Access URL: https://hal.science/hal-05314380v1

A Computer Application to Explore 53-Tone Equal Temperament Harmonies Through Modal Interchange

Authors: Dalmazzo, David, Déguernel, Ken, Sturm, Bob

Contributors: Déguernel, Ken

Subject Terms: [SHS.MUSIQ] Humanities and Social Sciences/Musicology and performing arts, [INFO.INFO-MM] Computer Science [cs]/Multimedia [cs.MM], Data Visualization, Microtonality, Music Theory, Harmonic Exploration, [INFO.INFO-HC] Computer Science [cs]/Human-Computer Interaction [cs.HC], Modal Interchange, 53 Tone Equal Temperament

File Description: application/pdf

Access URL: https://hal.science/hal-05072994v1