Post-doctoral Researcher

il y a 1 jour


Toulouse, France EURAXESS Ireland Temps plein

Offer Description This position is part of the CNRS "OPEN" valorization project named DOPAMIn. It aims to transfer state-of-the-art 3D reconstruction technology (RNb-NeuS), derived from academic research, into the open-source industrial software AliceVision/Meshroom, in collaboration with the University of Zurich. Mission The researcher will integrate, optimize, and stabilize the RNb-NeuS neural 3D reconstruction method within the AliceVision software architecture, enabling the creation of high-precision digital twins. Activity 1: Integration of Photometric Stereo in Meshroom Implement processing nodes for normal field and intrinsic color estimation. Integrate deep learning-based methods (such as SDM-UniPS or Uni-MS-PS). Activity 2: Implementation of the RNb-NeuS Module Develop the neural reconstruction node using photometric data as input. Ensure interfacing with the AliceVision library. Activity 3: Critical Code Optimization (C++/CUDA) Adapt the code to drastically reduce computation times (target: < 1h). Replace proprietary dependencies (InstantNGP) with a flexible base (such as SuperNormal). Activity 4: Reliability and Robustness Develop mechanisms for outlier rejection. Document the code for the open-source community. Full-time work. Position based at the IRIT-ENSEEIHT campus in Toulouse. Integrated within the REVA team at IRIT. Strong interaction with ALICIA-Vision LabCom partners (CNRS / Technicolor-Mikros). Knowledge In-depth expertise in Computer Vision and Photogrammetry. Mastery of state-of-the-art Neural Rendering (NeRF, NeuS, SDF). Knowledge of Photometric Stereo methods. Operational Skills Advanced programming in C++ and Python. Mandatory mastery of GPU programming (CUDA) for optimization. Experience with Deep Learning frameworks (PyTorch). Knowledge of the AliceVision architecture is a major asset. Soft Skills Autonomy and scientific rigor. Ability to work collaboratively (mixed academic/industrial context). Ability to meet short development deadlines (project mode). #J-18808-Ljbffr



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