Essays about: "Signed Distance Function"

Showing result 1 - 5 of 12 essays containing the words Signed Distance Function.

1. 1. Planet-NeRF : Neural Radiance Fields for 3D Reconstruction on Satellite Imagery in Season Changing Environments

   University essay from Linköpings universitet/Datorseende

   Author : Erica Ingerstad; Liv Kåreborn; [2024]
   Keywords : NeRF; Neural Radiance Field; Satellite Imagery; Machine Learning; Deep Learning;

   Abstract : This thesis investigates the seasonal predictive capabilities of Neural Radiance Fields (NeRF) applied to satellite images. Focusing on the utilization of satellite data, the study explores how Sat-NeRF, a novel approach in computer vision, per- forms in predicting seasonal variations across different months. READ MORE

3. 2. Humans in the wild : NeRFs for Dynamic Scenes Modeling from In-the-Wild Monocular Videos with Humans

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Sanvito Alessandro; [2023]
   Keywords : Clothed Human Reconstruction; Neural Rendering; Neural Radiance Fields; Scene Reconstruction; Computer Vision; Clothed Human Reconstruction; Neural Rendering; Neural Radiance Fields; Scene Reconstruction; Computer Vision;

   Abstract : Recent advancements in computer vision have led to the emergence of Neural Radiance Fields (NeRFs), a powerful tool for reconstructing photorealistic 3D scenes, even in dynamic settings. However, these methods struggle when dealing with human subjects, especially when the subject is partially obscured or not completely observable, resulting in inaccurate reconstructions of geometries and textures. READ MORE

4. 3. Fusing Stereo Measurements into a Global 3D Representation

   University essay from Linköpings universitet/Medie- och Informationsteknik; Linköpings universitet/Tekniska fakulteten

   Author : Per Blåwiik; [2021]
   Keywords : 3D Reconstruction; Stereo Reconstruction; Computer Vision; SDF; Octree; Marching Cubes;

   Abstract : The report describes the thesis project with the aim of fusing an arbitrary sequence of stereo measurements into a global 3D representation in real-time. The proposed method involves an octree-based signed distance function for representing the 3D environment, where the geomtric data is fused together using a cumulative weighted update function, and finally rendered by incremental mesh extraction using the marching cubes algorithm. READ MORE

5. 4. Pose Estimation and 3D Reconstruction for 3D Dispensing

   University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

   Author : Subramanian Murali Ram; [2020]
   Keywords : ;

   Abstract : Currently in most of the cases the material deposition or dispensing is done only on planar surfaces, in applications such as extrusion 3D printing and surface mount technology (SMT) electronics assembly solutions. In future, the dispensing will be carried out on arbitrary three dimensional objects, where the dispenser needs to know the exact shape and location of them. READ MORE

6. 5. Automatic Volume Estimation of Timber from Multi-View Stereo 3D Reconstruction

   University essay from Linköpings universitet/Datorseende

   Author : Emil Rundgren; [2017]
   Keywords : 3D Reconstruction; Multi-View Stereo; Automatic Volume Estimation; Signed Distance Function; Computer Vision; Signal Processing; Image Processing;

   Abstract : The ability to automatically estimate the volume of timber is becoming increasingly important within the timber industry. The large number of timber trucks arriving each day at Swedish timber terminals fortifies the need for a volume estimation performed in real-time and on-the-go as the trucks arrive. READ MORE