BlenderProc
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Abstract (arXiv)
BlenderProc is a modular procedural pipeline, which helps in generating real looking images for the training of convolutional neural networks. These can be used in a variety of use cases including segmentation, depth, normal and pose estimation and many others. A key feature of our extension of blender is the simple to use modular pipeline, which was designed to be easily extendable. By offering standard modules, which cover a variety of scenarios, we provide a starting point on which new modules can be created.
Key facts. Cited by 76 papers in the map (data through 7 Oct 2026). First posted on arXiv 25 Oct 2019.
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Citing papers per year: 2021: 16; 2022: 25; 2023: 14; 2024: 9; 2025: 8; 2026: 4.
76 papers.
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- 2022XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Modelcited by 436
- 2021Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentationcited by 200
- 2022MegaPose: 6D Pose Estimation of Novel Objects via Render & Comparecited by 198
- 2022PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Modelscited by 117
- 2023GigaPose: Fast and Robust Novel Object Pose Estimation via One Correspondencecited by 113
- 20226-DoF Pose Estimation of Household Objects for Robotic Manipulation: An Accessible Dataset and Benchmarkcited by 85
- 2024How NeRFs and 3D Gaussian Splatting are Reshaping SLAM: a Surveycited by 72
- 2021Panoptic 3D Scene Reconstruction From a Single RGB Imagecited by 70
- 2024BOP Challenge 2023 on Detection, Segmentation and Pose Estimation of Seen and Unseen Rigid Objectscited by 60
- 2022The Eyecandies Dataset for Unsupervised Multimodal Anomaly Detection and Localizationcited by 55
- 2021Unity Perception: Generate Synthetic Data for Computer Visioncited by 43
- 2021Unseen Object Amodal Instance Segmentation via Hierarchical Occlusion Modelingcited by 43
38 more
- 2022Demonstrate Once, Imitate Immediately (DOME): Learning Visual Servoing for One-Shot Imitation Learningcited by 36
- 2024SpaRP: Fast 3D Object Reconstruction and Pose Estimation from Sparse Viewscited by 35
- 2022Look Before You Match: Instance Understanding Matters in Video Object Segmentationcited by 33
- 2022DPODv2: Dense Correspondence-Based 6 DoF Pose Estimationcited by 32
- 20213DB: A Framework for Debugging Computer Vision Modelscited by 31
- 2022Neural-Sim: Learning to Generate Training Data with NeRFcited by 27
- 2025ReasonGrounder: LVLM-Guided Hierarchical Feature Splatting for Open-Vocabulary 3D Visual Grounding and Reasoningcited by 25
- 2022TexPose: Neural Texture Learning for Self-Supervised 6D Object Pose Estimationcited by 23
- 2022EgoEnv: Human-centric environment representations from egocentric videocited by 22
- 2023NEF: Neural Edge Fields for 3D Parametric Curve Reconstruction from Multi-view Imagescited by 22
- 2022Neural Correspondence Field for Object Pose Estimationcited by 21
- 2022Intrinsic Neural Fields: Learning Functions on Manifoldscited by 20
- 2023ZeroPose: CAD-Prompted Zero-shot Object 6D Pose Estimation in Cluttered Scenescited by 20
- 2024Adapting Pre-Trained Vision Models for Novel Instance Detection and Segmentationcited by 17
- 2021Unknown Object Segmentation from Stereo Imagescited by 16
- 2021Sim2Air - Synthetic aerial dataset for UAV monitoringcited by 16
- 2023Sim2real Transfer Learning for Point Cloud Segmentation: An Industrial Application Case on Autonomous Disassemblycited by 16
- 2021CloudAAE: Learning 6D Object Pose Regression with On-line Data Synthesis on Point Cloudscited by 15
- 2021A Scaling Law for Synthetic-to-Real Transfer: How Much Is Your Pre-training Effective?cited by 14
- 2024GS-Pose: Generalizable Segmentation-based 6D Object Pose Estimation with 3D Gaussian Splattingcited by 14
- 2021DISP6D: Disentangled Implicit Shape and Pose Learning for Scalable 6D Pose Estimationcited by 12
- 2021ROFT: Real-Time Optical Flow-Aided 6D Object Pose and Velocity Trackingcited by 10
- 2022TO-Scene: A Large-scale Dataset for Understanding 3D Tabletop Scenescited by 10
- 2022Sim2Real Instance-Level Style Transfer for 6D Pose Estimationcited by 9
- 2023Self-supervised Vision Transformers for 3D Pose Estimation of Novel Objectscited by 9
- 2021Bayesian Active Learning for Sim-to-Real Robotic Perceptioncited by 8
- 2022OSSID: Online Self-Supervised Instance Detection by (and for) Pose Estimationcited by 8
- 2022Dataset of Industrial Metal Objectscited by 8
- 2023VoxDet: Voxel Learning for Novel Instance Detectioncited by 8
- 2023KeyMatchNet: Zero-Shot Pose Estimation in 3D Point Clouds by Generalized Keypoint Matchingcited by 7
- 2022ProgressLabeller: Visual Data Stream Annotation for Training Object-Centric 3D Perceptioncited by 6
- 2022Photo-realistic Neural Domain Randomizationcited by 5
- 2023Persistent Homology Meets Object Unity: Object Recognition in Cluttercited by 5
- 2024WheelPose: Data Synthesis Techniques to Improve Pose Estimation Performance on Wheelchair Userscited by 5
- 2021Object detection and Autoencoder-based 6D pose estimation for highly cluttered Bin Pickingcited by 4
- 2022WorldGen: A Large Scale Generative Simulatorcited by 4
- 2023Synthetic Data Generation for Bridging Sim2Real Gap in a Production Environmentcited by 4
- 2021Occlusion-robust Visual Markerless Bone Tracking for Computer-Assisted Orthopaedic Surgerycited by 3
50 most cited of 76 All 76 (JSON)
- 2026WAPR: A Foundation Model for Wide-Angle Refinement in Unseen Object Pose Estimation7 Oct 2026
- 2026InSpace: Structure-Aware 3D Indoor Scene Generation from a Single 360deg Image4 Jul 2026
- 2026Pose Tracking with a Foundation Pose Model and an Ensemble Directional Kalman Filter4 May 2026
- 2026Evaluating Synthetic Data for Baggage Trolley Detection in Airport Logistics8 Mar 2026
- 2025Object Pose Distribution Estimation for Determining Revolution and Reflection Uncertainty in Point Clouds8 Dec 2025
- 2025WALDO: Where Unseen Model-based 6D Pose Estimation Meets Occlusion19 Nov 2025
- 2025SCOPE: Semantic Conditioning for Sim2Real Category-Level Object Pose Estimation in Robotics29 Sep 2025
- 2025A Synthetic Dataset for Manometry Recognition in Robotic Applications24 Aug 2025
- 2025Geometry-Aware Global Feature Aggregation for Real-Time Indirect Illumination12 Aug 2025
- 2025AI-driven visual monitoring of industrial assembly tasks18 Jun 2025
- 2025Sim2Real Transfer for Vision-Based Grasp Verification5 May 2025
- 2025ReasonGrounder: LVLM-Guided Hierarchical Feature Splatting for Open-Vocabulary 3D Visual Grounding and Reasoning30 Mar 2025
38 more
- 2024SpaRP: Fast 3D Object Reconstruction and Pose Estimation from Sparse Views19 Aug 2024
- 2024Adapting Pre-Trained Vision Models for Novel Instance Detection and Segmentation28 May 2024
- 2024WheelPose: Data Synthesis Techniques to Improve Pose Estimation Performance on Wheelchair Users25 Apr 2024
- 2024Self-Supervised Learning of Color Constancy11 Apr 2024
- 2024GS-Pose: Generalizable Segmentation-based 6D Object Pose Estimation with 3D Gaussian Splatting15 Mar 2024
- 2024BOP Challenge 2023 on Detection, Segmentation and Pose Estimation of Seen and Unseen Rigid Objects14 Mar 2024
- 2024How NeRFs and 3D Gaussian Splatting are Reshaping SLAM: a Survey20 Feb 2024
- 2024Improving 2D-3D Dense Correspondences with Diffusion Models for 6D Object Pose Estimation9 Feb 2024
- 2024Shape-biased Texture Agnostic Representations for Improved Textureless and Metallic Object Detection and 6D Pose Estimation7 Feb 2024
- 2023GigaPose: Fast and Robust Novel Object Pose Estimation via One Correspondence23 Nov 2023
- 2023Synthetic Data Generation for Bridging Sim2Real Gap in a Production Environment18 Nov 2023
- 2023FocalPose++: Focal Length and Object Pose Estimation via Render and Compare15 Nov 2023
- 2023Off-the-shelf bin picking workcell with visual pose estimation: A case study on the world robot summit 2018 kitting task28 Sep 2023
- 2023Self-supervised Vision Transformers for 3D Pose Estimation of Novel Objects31 May 2023
- 2023ZeroPose: CAD-Prompted Zero-shot Object 6D Pose Estimation in Cluttered Scenes29 May 2023
- 2023VoxDet: Voxel Learning for Novel Instance Detection26 May 2023
- 2023Persistent Homology Meets Object Unity: Object Recognition in Clutter5 May 2023
- 2023Self-Supervised Learning of Object Segmentation from Unlabeled RGB-D Videos9 Apr 2023
- 2023Event-based Camera Tracker by nablat NeRF7 Apr 2023
- 2023KeyMatchNet: Zero-Shot Pose Estimation in 3D Point Clouds by Generalized Keypoint Matching28 Mar 2023
- 2023NEF: Neural Edge Fields for 3D Parametric Curve Reconstruction from Multi-view Images14 Mar 2023
- 2023Sim2real Transfer Learning for Point Cloud Segmentation: An Industrial Application Case on Autonomous Disassembly12 Jan 2023
- 2023SynMotor: A Benchmark Suite for Object Attribute Regression and Multi-task Learning11 Jan 2023
- 2022TexPose: Neural Texture Learning for Self-Supervised 6D Object Pose Estimation25 Dec 2022
- 2022MegaPose: 6D Pose Estimation of Novel Objects via Render & Compare13 Dec 2022
- 2022Look Before You Match: Instance Understanding Matters in Video Object Segmentation13 Dec 2022
- 2022PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Models3 Dec 2022
- 2022RF-Annotate: Automatic RF-Supervised Image Annotation of Common Objects in Context16 Nov 2022
- 2022Photo-realistic Neural Domain Randomization23 Oct 2022
- 2022The Eyecandies Dataset for Unsupervised Multimodal Anomaly Detection and Localization10 Oct 2022
- 2022WorldGen: A Large Scale Generative Simulator3 Oct 2022
- 2022TRoVE: Transforming Road Scene Datasets into Photorealistic Virtual Environments16 Aug 2022
- 2022Label-Free Synthetic Pretraining of Object Detectors8 Aug 2022
- 2022Dataset of Industrial Metal Objects8 Aug 2022
- 2022Neural Correspondence Field for Object Pose Estimation30 Jul 2022
- 2022Neural-Sim: Learning to Generate Training Data with NeRF22 Jul 2022
- 2022EgoEnv: Human-centric environment representations from egocentric video22 Jul 2022
- 2022XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Model14 Jul 2022
50 newest of 76 All 76 (JSON)
- 2022XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory Modelcited by 436
- 2021Rethinking Space-Time Networks with Improved Memory Coverage for Efficient Video Object Segmentationcited by 200
- 2022MegaPose: 6D Pose Estimation of Novel Objects via Render & Comparecited by 198
- 2022PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Modelscited by 117
- 2023GigaPose: Fast and Robust Novel Object Pose Estimation via One Correspondencecited by 113
- 20226-DoF Pose Estimation of Household Objects for Robotic Manipulation: An Accessible Dataset and Benchmarkcited by 85
- 2024How NeRFs and 3D Gaussian Splatting are Reshaping SLAM: a Surveycited by 72
- 2021Panoptic 3D Scene Reconstruction From a Single RGB Imagecited by 70
- 2024BOP Challenge 2023 on Detection, Segmentation and Pose Estimation of Seen and Unseen Rigid Objectscited by 60
- 2022The Eyecandies Dataset for Unsupervised Multimodal Anomaly Detection and Localizationcited by 55
- 2021Unity Perception: Generate Synthetic Data for Computer Visioncited by 43
- 2021Unseen Object Amodal Instance Segmentation via Hierarchical Occlusion Modelingcited by 43
12 most cited of 72 All 72 (JSON)
- 2026WAPR: A Foundation Model for Wide-Angle Refinement in Unseen Object Pose Estimation7 Oct 2026
- 2026InSpace: Structure-Aware 3D Indoor Scene Generation from a Single 360deg Image4 Jul 2026
- 2026Pose Tracking with a Foundation Pose Model and an Ensemble Directional Kalman Filter4 May 2026
- 2026Evaluating Synthetic Data for Baggage Trolley Detection in Airport Logistics8 Mar 2026
- 2025Object Pose Distribution Estimation for Determining Revolution and Reflection Uncertainty in Point Clouds8 Dec 2025
- 2025WALDO: Where Unseen Model-based 6D Pose Estimation Meets Occlusion19 Nov 2025
- 2025SCOPE: Semantic Conditioning for Sim2Real Category-Level Object Pose Estimation in Robotics29 Sep 2025
- 2025A Synthetic Dataset for Manometry Recognition in Robotic Applications24 Aug 2025
- 2025Geometry-Aware Global Feature Aggregation for Real-Time Indirect Illumination12 Aug 2025
- 2025AI-driven visual monitoring of industrial assembly tasks18 Jun 2025
- 2025Sim2Real Transfer for Vision-Based Grasp Verification5 May 2025
- 2024Adapting Pre-Trained Vision Models for Novel Instance Detection and Segmentation28 May 2024
12 newest of 72 All 72 (JSON)