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Malcolm Mielle

4 accepted papers

2026

D-CAT: Decoupled Cross-Attention Knowledge Transfer between Sensor Modalities for Unimodal Inference

ICRA 2026poster

Cross-modal transfer learning is used to improve multi-modal classification models (e.g., for human activity recognition in human-robot collaboration). However, existing methods require paired sensor data at both training and inference, limiting deployment in resource-constrained environments where …

Cited by 0Scholar
2024

3QFP: Efficient neural implicit surface reconstruction using Tri-Quadtrees and Fourier feature Positional encoding

ICRA 2024poster

Neural implicit surface representations are currently receiving a lot of interest as a means to achieve high-fidelity surface reconstruction at a low memory cost, compared to traditional explicit representations. However, state-of-the-art methods still struggle with excessive memory usage and non-sm…

Cited by 1SourcecodeScholar
2024

High-Fidelity SLAM Using Gaussian Splatting with Rendering-Guided Densification and Regularized Optimization

IROS 2024poster

We propose a dense RGBD SLAM system based on 3D Gaussian Splatting that provides metrically accurate pose tracking and visually realistic reconstruction. To this end, we first propose a Gaussian densification strategy based on the rendering loss to map unobserved areas and refine reobserved areas. S…

Cited by 13SourcecodeScholar
2018

A Method to Segment Maps from Different Modalities Using Free Space Layout MAORIS: Map of Ripples Segmentation

ICRA 2018poster

How to divide floor plans or navigation maps into semantic representations, such as rooms and corridors, is an important research question in fields such as human-robot interaction, place categorization, or semantic mapping. While most works focus on segmenting robot built maps, those are not the on…

Cited by 40SourcecodeScholar