Research graph
References from TopoGNN: Heterogeneous B-Rep graph learning with NURBS-based geometric embeddings for industrial machining feature recognition. Local targets link to admitted publications; unresolved targets remain external evidence.
Graph-based heuristics for recognition of machined features from a 3D solid model
10.1016/0010-4485(88)90050-4 · 1988 · External reference
A convergent convex decomposition of polyhedral objects
10.1115/1.2926575 · 1992 · External reference
Spatial reasoning for the automatic recognition of machinable features in solid models
10.1109/34.250845 · 1993 · External reference
Manufacturing feature recognition from solid models: A status report
10.1109/70.897789 · 2000 · External reference
Unresolved reference
External reference
FeatureNet: Machining feature recognition based on 3D convolution neural network
10.1016/j.cad.2018.03.006 · 2018 · External reference
A novel learning-based feature recognition method using multiple sectional view representation
10.1007/s10845-020-01533-w · 2020 · External reference
Intersecting machining feature localization and recognition via single shot multibox detector
10.1109/tii.2020.3030620 · 2021 · External reference
MFPointNet: A point cloud-based neural network using selective downsampling layer for machining feature recognition
10.3390/machines10121165 · 2022 · External reference
Machining feature recognition based on improved mesh convolutional neural network
10.1007/s40997-023-00610-8 · 2023 · External reference
A data-driven approach for volume feature recognition based on cell graph
10.1080/0951192x.2024.2387767 · 2025 · External reference
UV-Net: Learning from boundary representations
2021 · External reference
Hierarchical CADNet: Learning from B-Reps for machining feature recognition
10.1016/j.cad.2022.103226 · 2022 · External reference
10.1109/cvpr46437.2021.01258
10.1109/cvpr46437.2021.01258 · External reference
BRepGAT: Graph neural network to segment machining feature faces in a B-rep model
2023 · External reference
Fusion 360 gallery: A dataset and environment for programmatic CAD construction from human design sequences
10.1145/3450626.3459818 · 2021 · External reference
Bringing attention to CAD: Boundary representation learning via transformer
10.1016/j.cad.2025.103940 · 2025 · External reference
A semi-supervised learning framework for machining feature recognition on small labeled sample
10.3390/app13053181 · 2023 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2025 · External reference
Recursive encoder network for the automatic analysis of STEP files
10.1007/s10845-022-01998-x · 2023 · External reference
A survey on smart automated computer-aided process planning (ACAPP) techniques
10.1007/s00170-018-1966-1 · 2018 · External reference
A review of machining feature recognition methodologies
10.1080/09511921003642121 · 2010 · External reference
Graph based automatic process planning system for multi-tasking machine
10.1299/jamdsm.2015jamdsm0034 · 2015 · External reference
Unresolved reference
1980 · External reference
Automatic recognition of interacting machining features based on minimal condition subgraph
10.1016/s0010-4485(98)00033-5 · 1998 · External reference
Geometric modeling of solid objects by using a face adjacency graph representation
1985 · External reference
Three-dimensional shape pattern recognition using vertex classification and vertex-edge graphs
10.1016/0010-4485(90)90088-t · 1990 · External reference
Graph-based extraction of protrusions and depressions from boundary representations
10.1016/0010-4485(90)90109-p · 1990 · External reference
Computer recognition and extraction of form features: A CAD/CAM link
10.1016/0166-3615(84)90056-3 · 1984 · External reference
A review of automated feature recognition with rule-based pattern recognition
10.1016/j.compind.2007.09.001 · 2008 · External reference
Bayesian approach for extracting and identifying features
10.1016/0010-4485(95)00017-l · 1995 · External reference
A Dempster-Shafer approach for recognizing machine features from CAD models
10.1016/s0031-3203(02)00260-1 · 2003 · External reference
A hybrid method for recognizing interacting machining features
10.1080/0020754031000123868 · 2003 · External reference
Recognition of machining features - a hybrid approach
10.1080/00207540050205109 · 2000 · External reference
Automatic recognition of machining features from computer aided design part models
10.1243/0954405001517810 · 2000 · External reference
Volume decomposition and feature recognition: Part 1—Polyhedral objects
10.1016/0010-4485(95)00007-0 · 1995 · External reference
Volume decomposition and feature recognition, Part II: Curved objects
10.1016/0010-4485(95)00067-4 · 1996 · External reference
Recognition of form features using convex decomposition
10.1016/0010-4485(92)90027-8 · 1992 · External reference
Algorithmic aspects of alternating sum of volumes. Part 1: Data structure and difference operation
10.1016/0010-4485(91)90029-v · 1991 · External reference
Automatic recognition of machining features using artificial neural networks
10.1007/s00170-008-1536-z · 2009 · External reference
Neural network based non-standard feature recognition to integrate CAD and CAM
10.1016/s0166-3615(01)00090-2 · 2001 · External reference
Automatic form-feature recognition using neural-network-based techniques on boundary representations of solid models
10.1016/0010-4485(92)90064-h · 1992 · External reference
Feature recognition using ART2: A self-organizing neural network
10.1023/a:1018521207901 · 1997 · External reference
Process planning by recognizing and learning machining features
10.1080/09511929408944597 · 1994 · External reference
Machine learning for object recognition in manufacturing applications
10.1007/s12541-022-00764-6 · 2023 · External reference
PointNet: Deep learning on point sets for 3D classification and segmentation
2017 · External reference
PointNet++: Deep hierarchical feature learning on point sets in a metric space
2017 · External reference
DFGAT for recognizing design features from a B-rep model for mechanical parts
10.1016/j.rcim.2024.102938 · 2025 · External reference
AAGNet: A graph neural network towards multi-task machining feature recognition
10.1016/j.rcim.2023.102661 · 2024 · External reference
BrepHGNet: A face-vertex interaction heterogeneous graph neural network for feature recognition
10.1016/j.rcim.2026.103251 · 2026 · External reference
Unresolved reference
2024 · External reference
Unresolved reference
2024 · External reference
10.1145/3583780.3614982
10.1145/3583780.3614982 · External reference
CADCL: Reconstruct parametric CAD models from B-rep via contrastive learning
2025 · External reference
Self-supervised representation learning for CAD
2023 · External reference
BrepGen: A B-rep generative diffusion model with structured latent geometry
2024 · External reference
Complexgen: Cad reconstruction by b-rep chain complex generation
10.1145/3528223.3530078 · 2022 · External reference
10.1109/cvpr52729.2023.01613
10.1109/cvpr52729.2023.01613 · External reference
eCAD-Net: Editable parametric CAD models reconstruction from dumb B-Rep models using deep neural networks
10.1016/j.cad.2024.103806 · 2025 · External reference
10.1145/3308558.3313562
10.1145/3308558.3313562 · External reference
Unresolved reference
2022 · External reference
Unresolved reference
External reference
10.1109/iccv.2017.324
10.1109/iccv.2017.324 · External reference
Unresolved reference
2026 · External reference
UVConv: A UV grid-based convolutional neural network for classification and segmentation of 3D CAD models
10.1016/j.cagd.2026.102516 · 2026 · External reference
Pytorch: An imperative style, high-performance deep learning library
2019 · External reference
Unresolved reference
External reference
Unresolved reference
2023 · External reference
Automatic recognition of machining features using artificial neural networks
10.1007/s00170-008-1536-z · ExternalCitation · doi-reference
A survey on smart automated computer-aided process planning (ACAPP) techniques
10.1007/s00170-018-1966-1 · ExternalCitation · doi-reference
A novel learning-based feature recognition method using multiple sectional view representation
10.1007/s10845-020-01533-w · ExternalCitation · doi-reference
Recursive encoder network for the automatic analysis of STEP files
10.1007/s10845-022-01998-x · ExternalCitation · doi-reference
Machine learning for object recognition in manufacturing applications
10.1007/s12541-022-00764-6 · ExternalCitation · doi-reference
Machining feature recognition based on improved mesh convolutional neural network
10.1007/s40997-023-00610-8 · ExternalCitation · doi-reference
Graph-based heuristics for recognition of machined features from a 3D solid model
10.1016/0010-4485(88)90050-4 · ExternalCitation · doi-reference
Three-dimensional shape pattern recognition using vertex classification and vertex-edge graphs
10.1016/0010-4485(90)90088-t · ExternalCitation · doi-reference
Graph-based extraction of protrusions and depressions from boundary representations
10.1016/0010-4485(90)90109-p · ExternalCitation · doi-reference
Algorithmic aspects of alternating sum of volumes. Part 1: Data structure and difference operation
10.1016/0010-4485(91)90029-v · ExternalCitation · doi-reference
Recognition of form features using convex decomposition
10.1016/0010-4485(92)90027-8 · ExternalCitation · doi-reference
Automatic form-feature recognition using neural-network-based techniques on boundary representations of solid models
10.1016/0010-4485(92)90064-h · ExternalCitation · doi-reference
Volume decomposition and feature recognition: Part 1—Polyhedral objects
10.1016/0010-4485(95)00007-0 · ExternalCitation · doi-reference
Bayesian approach for extracting and identifying features
10.1016/0010-4485(95)00017-l · ExternalCitation · doi-reference
Volume decomposition and feature recognition, Part II: Curved objects
10.1016/0010-4485(95)00067-4 · ExternalCitation · doi-reference
Computer recognition and extraction of form features: A CAD/CAM link
10.1016/0166-3615(84)90056-3 · ExternalCitation · doi-reference
FeatureNet: Machining feature recognition based on 3D convolution neural network
10.1016/j.cad.2018.03.006 · ExternalCitation · doi-reference
Hierarchical CADNet: Learning from B-Reps for machining feature recognition
10.1016/j.cad.2022.103226 · ExternalCitation · doi-reference
eCAD-Net: Editable parametric CAD models reconstruction from dumb B-Rep models using deep neural networks
10.1016/j.cad.2024.103806 · ExternalCitation · doi-reference
Bringing attention to CAD: Boundary representation learning via transformer
10.1016/j.cad.2025.103940 · ExternalCitation · doi-reference
UVConv: A UV grid-based convolutional neural network for classification and segmentation of 3D CAD models
10.1016/j.cagd.2026.102516 · ExternalCitation · doi-reference
A review of automated feature recognition with rule-based pattern recognition
10.1016/j.compind.2007.09.001 · ExternalCitation · doi-reference
AAGNet: A graph neural network towards multi-task machining feature recognition
10.1016/j.rcim.2023.102661 · ExternalCitation · doi-reference
DFGAT for recognizing design features from a B-rep model for mechanical parts
10.1016/j.rcim.2024.102938 · ExternalCitation · doi-reference
BrepHGNet: A face-vertex interaction heterogeneous graph neural network for feature recognition
10.1016/j.rcim.2026.103251 · ExternalCitation · doi-reference
Automatic recognition of interacting machining features based on minimal condition subgraph
10.1016/s0010-4485(98)00033-5 · ExternalCitation · doi-reference
A Dempster-Shafer approach for recognizing machine features from CAD models
10.1016/s0031-3203(02)00260-1 · ExternalCitation · doi-reference
Neural network based non-standard feature recognition to integrate CAD and CAM
10.1016/s0166-3615(01)00090-2 · ExternalCitation · doi-reference
Feature recognition using ART2: A self-organizing neural network
10.1023/a:1018521207901 · ExternalCitation · doi-reference
Recognition of machining features - a hybrid approach
10.1080/00207540050205109 · ExternalCitation · doi-reference
A hybrid method for recognizing interacting machining features
10.1080/0020754031000123868 · ExternalCitation · doi-reference
A review of machining feature recognition methodologies
10.1080/09511921003642121 · ExternalCitation · doi-reference
Process planning by recognizing and learning machining features
10.1080/09511929408944597 · ExternalCitation · doi-reference
A data-driven approach for volume feature recognition based on cell graph
10.1080/0951192x.2024.2387767 · ExternalCitation · doi-reference
Spatial reasoning for the automatic recognition of machinable features in solid models
10.1109/34.250845 · ExternalCitation · doi-reference
Manufacturing feature recognition from solid models: A status report
10.1109/70.897789 · ExternalCitation · doi-reference
10.1109/cvpr46437.2021.01258
10.1109/cvpr46437.2021.01258 · ExternalCitation · doi-reference
10.1109/cvpr52729.2023.01613
10.1109/cvpr52729.2023.01613 · ExternalCitation · doi-reference
10.1109/iccv.2017.324
10.1109/iccv.2017.324 · ExternalCitation · doi-reference
Intersecting machining feature localization and recognition via single shot multibox detector
10.1109/tii.2020.3030620 · ExternalCitation · doi-reference
A convergent convex decomposition of polyhedral objects
10.1115/1.2926575 · ExternalCitation · doi-reference
10.1145/3308558.3313562
10.1145/3308558.3313562 · ExternalCitation · doi-reference
Fusion 360 gallery: A dataset and environment for programmatic CAD construction from human design sequences
10.1145/3450626.3459818 · ExternalCitation · doi-reference
Complexgen: Cad reconstruction by b-rep chain complex generation
10.1145/3528223.3530078 · ExternalCitation · doi-reference
10.1145/3583780.3614982
10.1145/3583780.3614982 · ExternalCitation · doi-reference
Automatic recognition of machining features from computer aided design part models
10.1243/0954405001517810 · ExternalCitation · doi-reference
Graph based automatic process planning system for multi-tasking machine
10.1299/jamdsm.2015jamdsm0034 · ExternalCitation · doi-reference
A semi-supervised learning framework for machining feature recognition on small labeled sample
10.3390/app13053181 · ExternalCitation · doi-reference
MFPointNet: A point cloud-based neural network using selective downsampling layer for machining feature recognition
10.3390/machines10121165 · ExternalCitation · doi-reference
