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Usage · NVIDIA/MinkowskiEngine Wiki · GitHub
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Usage
Jeevan Kandel edited this page Jun 8, 2024
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40 revisions
Please feel free to update this list.
-
SparsePipe: Parallel Deep Learning for 3D Point Clouds, HIPC'20
- Tags: Sparse DNN, 3D Point Clouds, Distributed Training, Model Parallelism
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Adversarial methods to reduce simulation bias in neutrino interaction event filtering at Liquid Argon Time Projection Chambers, arXiv'22
- Tags: Domain adversarial neural networks, liquid argon time projection chambers
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Scene-Recognition-in-3D, IROS'20
- Tags: Scene Recognition
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Generative Sparse Detection Networks for 3D Single-shot Object Detection, ECCV'20 spotlight
- Tags: Generative Networks, Single-shot detection, 3D YOLO
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PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding, ECCV'20 spotlight
- Tags: Unsupervised learning, segmentation, detection, registration
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Hindsight is 20/20: Leveraging Past Traversals to Aid 3D Perception, ICLR'22
- Tags: 3D detection with historical context
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Automated Segmentation of Computed Tomography Images with Submanifold Sparse Convolutional Networks, arXiv'22
- Tags: Semantic Segmentation, Computed Tomography, Medical Imaging, Cancer Research, Tumour Segmentation
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Scene-Recognition-in-3D, IROS'20
- Tags: Scene Recognition
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Spatial Semantic Embedding Network:Fast 3D Instance Segmentation with Deep Metric Learning, IROS'20
- Tags: Instance Segmentation, Metric Learning
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4D Spatio-Temporal ConvNets: Minkowski Convolutional Neural Networks, CVPR'19
- Tags: Semantic Segmentation, Spatio Temporal Perception
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PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding, ECCV'20 spotlight
- Tags: Unsupervised learning, segmentation, detection, registration
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Bidirectional Projection Network for Cross Dimension Scene Understanding, CVPR'21 Oral
- Tags: BPNet, Joint modeling for 2D-3D scene recognition
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Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic Segmentation, CVPR'22 Oral, Best Paper Shortlist
- Tags: DeepViewAgg, 3D semantic segmentation, 2D-3D multimodal, multi-view, large-scale
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Cross-Shape Attention for Part Segmentation of 3D Point Clouds, Computer Graphics Forum (Proc. SGP)'23
- Tags: Part Segmentation, Cross-Attention, Point Cloud
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Sparse Auxiliary Networks for Unified Monocular Depth Prediction and Completion, CVPR'21
- Tags: Monocular depth prediction, Monocular depth completion
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Fully Convolutional Geometric Features, ICCV'19
- Tags: registration, representation learning, metric learning
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Learning multiview 3D point cloud registration, CVPR'20
- Tags: 3D Registration, Multi-view reconstruction
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PointContrast: Unsupervised Pre-training for 3D Point Cloud Understanding, ECCV'20 spotlight
- Tags: Unsupervised learning, segmentation, detection, registration
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Deep Global Registration, CVPR'20 oral
- Tags: 3D reconstruction, registration, high-dimensional convnet
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High-Dimensional Convolutional Networks for Geometric Pattern Recognition, CVPR'20 oral
- Tags: pattern recognition, 2D registration, 3D registration, high-dimensional convnet
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MinkLoc3D: Point Cloud Based Large-Scale Place Recognition, WACV'21
- Tags: place recognition, global descriptor, point cloud, metric learning
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PREDATOR: Registration of 3D Point Clouds with Low Overlap, CVPR'21 Oral
- Tags: Point cloud registration, attention mechanism
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High-Dimensional Convolutional Networks for Geometric Pattern Recognition, CVPR'20 oral
- Tags: pattern recognition, 2D registration, 3D registration, high-dimensional convnet
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Sparse Neighbourhood Consensus Networks, ECCV'20
- Tags: Image matching, 4D ConvNet
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High-Dimensional Convolutional Networks for Geometric Pattern Recognition, CVPR'20 oral
- Tags: pattern recognition, 2D registration, 3D registration, high-dimensional convnet
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Sparse Convolutional Neural Networks for Medical Image Analysis
- Tags: Skull Reconstruction, Shape Completion, Shape Refinement, Super-resolution, Medical Image Segmentation
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Automated Segmentation of Computed Tomography Images with Submanifold Sparse Convolutional Networks, arXiv'22
- Tags: Semantic Segmentation, Computed Tomography, Medical Imaging, Cancer Research, Tumour Segmentation
- PUResNetV2.0 Tool
- Research Article: PUResNetV2.0
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GitHub Repository: PUResNetV2.0
- Tags: Ligand Binding Site Prediction, Protein Structure, Sparse Representation
https://github.com/NVIDIA/MinkowskiEngine/wiki/List-of-Projects-using-Minkowski-Engine
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