The JPEG Pleno Learning-based Point Cloud Coding Standard: Serving Man and Machine

AFR Guarda, NMM Rodrigues, F Pereira - arxiv preprint arxiv:2409.08130, 2024 - arxiv.org
Efficient point cloud coding has become increasingly critical for multiple applications such as
virtual reality, autonomous driving, and digital twin systems, where rich and interactive 3D …

[HTML][HTML] Adaptive bridge model for compressed domain point cloud classification

A Seleem, AFR Guarda… - … on Image and …, 2024 - jivp-eurasipjournals.springeropen …
The recent adoption of deep learning-based models for the processing and coding of
multimedia signals has brought noticeable gains in performance, which have established …

JPEG AI Compressed Domain Face Detection

A Alkhateeb, A Gnutti, F Guerrini… - 2024 IEEE 26th …, 2024 - ieeexplore.ieee.org
Learning-based image coding has achieved competitive performance in terms of
compression efficiency, while also gaining a key advantage in the ability to carry out …

Point Cloud Geometry Scalable Coding with a Quality-Conditioned Latents Probability Estimator

D Mari, AFR Guarda, NMM Rodrigues, S Milani… - arxiv preprint arxiv …, 2024 - arxiv.org
The widespread usage of point clouds (PC) for immersive visual applications has resulted in
the use of very heterogeneous receiving conditions and devices, notably in terms of network …