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Hamid Laga

6 accepted papers

2025

Dynamic Neural Surfaces for Elastic 4D Shape Representation and Analysis

CVPR 2025poster

We propose a novel framework for the statistical analysis of genus-zero 4D surfaces, i.e., 3D surfaces that deform and evolve overtime. This problem is particularly challenging due to the arbitrary parameterizations of these surfaces and their varying deformation speeds, necessitating effective spat…

Cited by 0SourcePDFScholar
2024

AEDNet: Adaptive Embedding and Multiview-Aware Disentanglement for Point Cloud Completion

ECCV 2024poster

"Point cloud completion involves inferring missing parts of 3D objects from incomplete point cloud data. It requires a model that understands the global structure of the object and reconstructs local details. To this end, we propose a global perception and local attention network, termed AEDNet, for…

Cited by 1SourcePDFScholar
2023

Reinforced Learning for Label-Efficient 3D Face Reconstruction

ICRA 2023poster

3D face reconstruction plays a major role in many human-robot interaction systems, from automatic face authentication to human-computer interface-based entertainment. To improve robustness against occlusions and noise, 3D face reconstruction networks are often trained on a set of in-the-wild face im…

Cited by 1SourceScholar
2023

VAPCNet: Viewpoint-Aware 3D Point Cloud Completion

ICCV 2023poster

Most existing learning-based 3D point cloud completion methods ignore the fact that the completion process is highly coupled with the viewpoint of a partial scan. However, the various viewpoints of incompletely scanned objects in real-world applications are normally unknown and directly estimating t…

Cited by 12PDFcodeScholar
2022

Active-Passive SimStereo - Benchmarking the Cross-Generalization Capabilities of Deep Learning-based Stereo Methods

NeurIPS 2022accept

In stereo vision, self-similar or bland regions can make it difficult to match patches between two images. Active stereo-based methods mitigate this problem by projecting a pseudo-random pattern on the scene so that each patch of an image pair can be identified without ambiguity. However, the projec…

Cited by 4SourcePDFScholar