Reconstruction Libraries

11 Components & Libraries

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Reconstruction Libraries

Open source Structure-from-Motion pipeline

OpenSfM is a Structure from Motion library written in Python. The library serves as a processing pipeline for reconstructing camera poses and 3D scenes from multiple images. It consists of basic modu…

A procedural Blender pipeline for photorealistic training image generation

A procedural Blender pipeline for photorealistic rendering. The simplest way to install blenderproc is via pip: Alternatively, if you need to make changes to blenderproc or you want to make use of th…

Python code to fuse multiple RGB-D images into a TSDF voxel volume.

This is a lightweight python script that fuses multiple registered color and depth images into a projective truncated signed distance function (TSDF) volume, which can then be used to create high qua…

Project for Digital Image Processing

This was a project that was built as part of project for CS663 (Digital Image Processing). This is a crude Python implementation of the paper "On The Effectiveness Of Visible Watermarks", Tali Dekel,…

Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision

This is an official repository of the paper Learning to Regress 3D Face Shape and Expression from an Image without 3D Supervision. The project was formerly referred by RingNet. The codebase consists …

Python based dashboard for real-time Electrical Impedance Tomography including image reconstruction using Back Projection, Graz Consensus and Gauss Newton methods

Biomedical Imaging has previously been expensive and near impossible to hack and experiment with. If more people experimented and understood how imaging works we could move it forward much faster and…

Official implementation of the NeurIPS 2021 paper "Panoptic 3D Scene Reconstruction from a Single RGB Image"

If you find this work useful for your research, please consider citing Understanding 3D scenes from a single image is fundamental to a wide variety of tasks, such as for robotics, motion planning, or…

Reconstructing real-time 3D faces from 2D images using deep learning.

In this project, an infrastructure capable of reconstructing real-time 3D faces has been set up using 2D images using deep learning. Given a video stream we process each frame with the model lea…

Modular and scalable computational imaging in Python with GPU/out-of-core computing.

In the realm of computer vision 📷, digital image restoration and enhancement techniques have established themselves as indispensable pillars. These techniques, aiming to restore and elevate the qual…

3D reconstruction with neural networks using Tensorflow. See link for Video (https://www.youtube.com/watch?v=iI6ZMST8Ri0)

See the video below to see the network in action over a period of 40 epochs. The more red a voxel is the more certain the network is of its prediction at that position. The projects make use of the s…