{"repo":"lolleko/mesh-data-synthesizer","free":true,"listed":false,"github":"https://github.com/lolleko/mesh-data-synthesizer","clone":"git clone https://github.com/lolleko/mesh-data-synthesizer.git","description":"Uses Unreal Engine & Cesium to generate large synthetic dataset from 3D meshes. Enables machine learning tasks like Visual Place Recognition read more in our paper on this: https://meshvpr.github.io","language":"C++","stars":37,"topics":["cesium","data","geospatial","machine-learning","mesh","place-recognition","synthesis","synthesizer","ue5","unreal-engine"],"license":null,"category":"machine-learning","readme_excerpt":"Mesh Data Synthesizer: Data Generation and Visual Place Recognition using Unreal Engine and Cesium [!WARNING] 🏗️ This README is still under construction. More Information will be added in the future. In the meantime, if you have any questions feel free to open an issue. Currently, it focuses on the data generation features of the tool. The code for the live inference and search features are already available, but they are not yet documented. Photorealistic 3D meshes open up new possibilities for generating and leveraging data for various applications, including data generation for large-scale geospatial analysis. This project, titled \"Someplace,\" focuses on the creation of high-quality, synthetic datasets using 3D models, which can be applied to a range of tasks such as visual place recognition. [Video] [Paper] Future Work [!IMPORTANT] I currently have very limited time and resources to work on this project. I have no idea when or if these features will be completed. - Improve documentation - Properly separate Mesh Data Synth from Mesh based VPR - Currently, both are tightly coupled, since VPR was the main use case for this project - Improve Stability - Currently, mostly the happy path is supported a lot of errors will lead to crashes or give no feedback - Support Generation of data other than RGB images (for example, depth) - Make it easier to implement custom data generators - E.g. drone/birds-eye perspectives Table of Contents - Project Structure - Data Generation - Avail","default_branch":null,"files":null,"tree":[],"storefront":"/r/lolleko","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/lolleko/mesh-data-synthesizer/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}