Cover Image

Establishing a Unified Evaluation Framework for Human Motion Generation: A Comparative Analysis of Metrics

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ismail-Fawaz, Ali, Devanne, Maxime, Berretti, Stefano, Weber, Jonathan, Forestier, Germain
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Deep Learning for Skeleton Based Human Motion Rehabilitation Assessment: A Benchmark
by: Ismail-Fawaz, Ali, et al.
Published: (2025)

Finding Foundation Models for Time Series Classification with a PreText Task
by: Ismail-Fawaz, Ali, et al.
Published: (2023)

Look Into the LITE in Deep Learning for Time Series Classification
by: Ismail-Fawaz, Ali, et al.
Published: (2024)

Adaptive Structured Pruning of Convolutional Neural Networks for Time Series Classification
by: Abdullayev, Javidan, et al.
Published: (2026)

Enhancing Time Series Classification with Diversity-Driven Neural Network Ensembles
by: Abdullayev, Javidan, et al.
Published: (2026)

Generation of Complex 3D Human Motion by Temporal and Spatial Composition of Diffusion Models
by: Mandelli, Lorenzo, et al.
Published: (2024)

Riemannian Motion Generation: A Unified Framework for Human Motion Representation and Generation via Riemannian Flow Matching
by: Miao, Fangran, et al.
Published: (2026)

Beyond Fixed Topologies: Unregistered Training and Comprehensive Evaluation Metrics for 3D Talking Heads
by: Nocentini, Federico, et al.
Published: (2024)

Failure Risk Prediction in a MOOC: A Multivariate Time Series Analysis Approach
by: Ayady, Anass El, et al.
Published: (2025)

JambaTalk: Speech-Driven 3D Talking Head Generation Based on Hybrid Transformer-Mamba Model
by: Jafari, Farzaneh, et al.
Published: (2024)

A Medical Low-Back Pain Physical Rehabilitation Dataset for Human Body Movement Analysis
by: Nguyen, Sao Mai, et al.
Published: (2024)

Revisiting Emotions Representation for Recognition in the Wild
by: Neto, Joao Baptista Cardia, et al.
Published: (2026)

EmoVOCA: Speech-Driven Emotional 3D Talking Heads
by: Nocentini, Federico, et al.
Published: (2024)

SEDTalker: Emotion-Aware 3D Facial Animation Using Frame-Level Speech Emotion Diarization
by: Jafari, Farzaneh, et al.
Published: (2026)

No MoCap Needed: Post-Training Motion Diffusion Models with Reinforcement Learning using Only Textual Prompts
by: Macaluso, Girolamo, et al.
Published: (2025)

The Multiverse of Time Series Machine Learning: an Archive for Multivariate Time Series Classification
by: Middlehurst, Matthew, et al.
Published: (2026)

Deep Learning For Time Series Analysis With Application On Human Motion
by: Ismail-Fawaz, Ali
Published: (2025)

Motion-Compensated Weight Compression
by: Lamaakal, Ismail
Published: (2026)

EMA: Effort Metric Attention for Anatomical Effort-Guided Human Motion Diffusion
by: Siy, Joshua, et al.
Published: (2026)

A Survey on Human Interaction Motion Generation
by: Sui, Kewei, et al.
Published: (2025)

A Call to Reflect on Evaluation Practices for Age Estimation: Comparative Analysis of the State-of-the-Art and a Unified Benchmark
by: Paplham, Jakub, et al.
Published: (2023)

Metric Unreliability in Multimodal Machine Unlearning: A Systematic Analysis and Principled Unified Score
by: Khan, Abdullah Ahmad, et al.
Published: (2026)

MotionLab: Unified Human Motion Generation and Editing via the Motion-Condition-Motion Paradigm
by: Guo, Ziyan, et al.
Published: (2025)

Depth Pro: Sharp Monocular Metric Depth in Less Than a Second
by: Bochkovskii, Aleksei, et al.
Published: (2024)

Uni-Layout: Integrating Human Feedback in Unified Layout Generation and Evaluation
by: Lu, Shuo, et al.
Published: (2025)

Fleximo: Towards Flexible Text-to-Human Motion Video Generation
by: Zhang, Yuhang, et al.
Published: (2024)

3D Face Reconstruction Error Decomposed: A Modular Benchmark for Fair and Fast Method Evaluation
by: Sariyanidi, Evangelos, et al.
Published: (2025)

EnsAug: Augmentation-Driven Ensembles for Human Motion Sequence Analysis
by: De, Bikram, et al.
Published: (2026)

Superman: Unifying Skeleton and Vision for Human Motion Perception and Generation
by: Wang, Xinshun, et al.
Published: (2026)

MotionVerse: A Unified Multimodal Framework for Motion Comprehension, Generation and Editing
by: Hou, Ruibing, et al.
Published: (2025)

A geometric and deep learning reproducible pipeline for monitoring floating anthropogenic debris in urban rivers using in situ cameras
by: Grimmer, Gauthier, et al.
Published: (2025)

Towards Unified Benchmark and Models for Multi-Modal Perceptual Metrics
by: Ghazanfari, Sara, et al.
Published: (2024)

MotionCtrl: A Unified and Flexible Motion Controller for Video Generation
by: Wang, Zhouxia, et al.
Published: (2023)

Scaling Large Motion Models with Million-Level Human Motions
by: Wang, Ye, et al.
Published: (2024)

Pole-based Vehicle Localization with Vector Maps: A Camera-LiDAR Comparative Study
by: Noizet, Maxime, et al.
Published: (2024)

EchoMotion: Unified Human Video and Motion Generation via Dual-Modality Diffusion Transformer
by: Yang, Yuxiao, et al.
Published: (2025)

Motion-Agent: A Conversational Framework for Human Motion Generation with LLMs
by: Wu, Qi, et al.
Published: (2024)

Exploring Text-to-Motion Generation with Human Preference
by: Sheng, Jenny, et al.
Published: (2024)

X-MoGen: Unified Motion Generation across Humans and Animals
by: Wang, Xuan, et al.
Published: (2025)

Unified Framework for Pre-trained Neural Network Compression via Decomposition and Optimized Rank Selection
by: Aghababaei-Harandi, Ali, et al.
Published: (2024)