3D Scene Reconstruction ML Frameworks

Research implementations for multi-view 3D reconstruction, surface normal estimation, and neural scene understanding from images or point clouds. Does NOT include general 3D modeling tools, mesh editing software, or applications focused primarily on object detection or segmentation.

There are 39 3d scene reconstruction frameworks tracked. 3 score above 50 (established tier). The highest-rated is openspyrit/spyrit at 55/100 with 62 stars.

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#	Framework	Score	Tier	Stars	Language
1	openspyrit/spyrit A Python toolbox for deep image reconstruction, with emphasis on...	55	Established	62	Python
2	RobotLocomotion/pytorch-dense-correspondence Code for "Dense Object Nets: Learning Dense Visual Object Descriptors By...	51	Established	577	Python
3	marrlab/SHAPR_torch SHAPR: Code for "Capturing Shape Information with Multi-Scale Topological...	50	Established	41	Python
4	pmh47/dirt DIRT: a fast differentiable renderer for TensorFlow	48	Emerging	314	C++
5	Fyusion/LLFF Code release for Local Light Field Fusion at SIGGRAPH 2019	48	Emerging	1,693	C++
6	natowi/3D-Reconstruction-with-Deep-Learning-Methods List of projects for 3d reconstruction	47	Emerging	1,010	—
7	xcyan/nips16_PTN Torch Implementation of NIPS'16 paper: Perspective Transformer Nets	46	Emerging	143	Lua
8	mabaorui/NeuralPull Implementation of ICML'2021:Neural-Pull: Learning Signed Distance Functions...	43	Emerging	175	Python
9	maria-korosteleva/Garment-Pattern-Estimation Reconstructing garment sewing patterns from 3D point clouds	41	Emerging	161	Python
10	referit3d/referit3d Code accompanying our ECCV-2020 paper on 3D Neural Listeners.	40	Emerging	138	C++
11	holistic-3d/awesome-holistic-3d A list of papers and resources (data,code,etc) for holistic 3D...	39	Emerging	645	—
12	3d-morphable-models/curated-list-of-awesome-3D-Morphable-Model-software-and-data The idea of this list is to collect shared data and algorithms around 3D...	38	Emerging	965	—
13	DLR-RM/shape-completion Code and Datasets for 3D Shape Completion related publications	37	Emerging	14	Python
14	wkqscut/3D-Object-Reconstrution A curated list of awesome Single-view 3D Object Reconstruction papers & resources	36	Emerging	92	—
15	huangjh-pub/neural-galerkin [SIGGRAPH Asia 2022] A Neural Galerkin Solver for Accurate Surface Reconstruction	36	Emerging	99	Python
16	D-OnlyBA1/generative_view_stitching 🎥 Generate seamless, collision-free videos along predefined paths with this...	35	Emerging	1	Python
17	doubleZ0108/MVS Multi-View Stereo based on deep learning. \| Learning notes, codes and more.	35	Emerging	119	Python
18	raphaelsulzer/dgnn [SGP 2021] Scalable Surface Reconstruction with Delaunay-Graph Neural Networks	35	Emerging	42	Python
19	zxhuang1698/ZeroShape Code repository for "ZeroShape: Regression-based Zero-shot Shape Reconstruction".	34	Emerging	137	Python
20	krdgomer/Elevate3D Deep Learning-Powered 3D City Reconstruction from Satellite Imagery	31	Emerging	6	Python
21	threedle/3DHighlighter Localizing Regions on 3D Shapes via Text Descriptions	31	Emerging	103	Python
22	mabaorui/NeuralPull-Pytorch Implementation of ICML'2021:Neural-Pull: Learning Signed Distance Functions...	31	Emerging	79	Python
23	MasterHow/CSFlow [IV2022] pytorch implementation for 'CSFlow: Learning Optical Flow via Cross...	29	Experimental	37	Python
24	yzy1996/Awesome-Learn-3D-From-2D A collection of resources on learning 3D object from 2D images.	28	Experimental	142	—
25	mabaorui/Noise2NoiseMapping [ICML'23 Oral] Learning Signed Distance Functions from Noisy 3D Point Clouds...	28	Experimental	125	Python
26	yknishidate/morecon MoRecon - A tool for reconstructing missing frames in motion capture data	27	Experimental	48	Python
27	philippwulff/Deep3DComp 3D-shape compression with a shape-coded auto-decoder and sinusoidal activations.	27	Experimental	8	Jupyter Notebook
28	Colin97/DeepMetaHandles DeepMetaHandles: Learning Deformation Meta-Handles of 3D Meshes with...	26	Experimental	89	Python
29	karoly-hars/3D_scene_reconstruction_CNNs Utilizing CNNs for driving scene reconstruction from single images.	26	Experimental	6	Python
30	Jzy2017/HR4IR TIP 2025 \| Harmonized Domain Enabled Alternate Search for Infrared and...	26	Experimental	5	Python
31	parv-bhargava/DepthArt DepthArt: From Snapshot to Landscape	26	Experimental	1	HTML
32	tentone/depthset Depth image dataset generator from 3D models for machine learning experiments.	25	Experimental	2	JavaScript
33	AndresCasado/pergamo Code for PERGAMO, a two step approach to learn deformable models	25	Experimental	40	Python
34	EasyRy/CRA-PCN CRA-PCN: Point Cloud Completion with Intra- and Inter-level Cross-Resolution...	22	Experimental	62	Python
35	manycore-research/cstr [arXiv prepreint] Deep Learning Assisted Optimization for 3D Reconstruction...	22	Experimental	20	JavaScript
36	Melon-Xu/PSTLFusion Source Code for paper "Infrared and Visible Image Fusion via Parallel Scene...	22	Experimental	18	Python
37	nexus-4/transitoPrototype Reconstruction 3D image with colmap	17	Experimental	2	Python
38	lionlai1989/Learning-3D-Computer-Vision Tutorials of deep learning-based 3D computer vision.	16	Experimental	3	HTML
39	asprasan/awesome-lf-image-video List of resources for LF image and video reconstruction	14	Experimental	9	—

Comparisons in this category

3D-Reconstruction-with-Deep-Learning-Methods and 3D-Object-Reconstrution (47 vs 36) awesome-holistic-3d and 3D-Object-Reconstrution (39 vs 36)