Search Results - "Wandt, Bastian"
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1
RepNet: Weakly Supervised Training of an Adversarial Reprojection Network for 3D Human Pose Estimation
Published in 2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01-06-2019)“…This paper addresses the problem of 3D human pose estimation from single images. While for a long time human skeletons were parameterized and fitted to the…”
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Conference Proceeding -
2
Fully Convolutional Cross-Scale-Flows for Image-based Defect Detection
Published in 2022 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (01-01-2022)“…In industrial manufacturing processes, errors frequently occur at unpredictable times and in unknown manifestations. We tackle the problem of automatic defect…”
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Conference Proceeding -
3
A graph-based approach can improve keypoint detection of complex poses: a proof-of-concept on injury occurrences in alpine ski racing
Published in Scientific reports (05-12-2023)“…For most applications, 2D keypoint detection works well and offers a simple and fast tool to analyse human movements. However, there remain many situations…”
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Journal Article -
4
Deep learning-based 2D keypoint detection in alpine ski racing – A performance analysis of state-of-the-art algorithms applied to regular skiing and injury situations
Published in JSAMS plus (2023)“…Objectives In this study, we examined the practicability of deep learning-based 2D keypoint detection applied to regular skiing and injury situations (i.e.,…”
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5
Same Same But DifferNet: Semi-Supervised Defect Detection with Normalizing Flows
Published in 2021 IEEE Winter Conference on Applications of Computer Vision (WACV) (01-01-2021)“…The detection of manufacturing errors is crucial in fabrication processes to ensure product quality and safety standards. Since many defects occur very rarely…”
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Conference Proceeding -
6
DiffPose: Multi-hypothesis Human Pose Estimation using Diffusion Models
Published in 2023 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2023) (2023)“…Traditionally, monocular 3D human pose estimation employs a machine learning model to predict the most likely 3D pose for a given input image. However, a…”
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Conference Proceeding -
7
3D Reconstruction of Human Motion from Monocular Image Sequences
Published in IEEE transactions on pattern analysis and machine intelligence (01-08-2016)“…This article tackles the problem of estimating non-rigid human 3D shape and motion from image sequences taken by uncalibrated cameras. Similar to other…”
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Journal Article -
8
CanonPose: Self-Supervised Monocular 3D Human Pose Estimation in the Wild
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01-06-2021)“…Human pose estimation from single images is a challenging problem in computer vision that requires large amounts of labeled training data to be solved…”
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Conference Proceeding -
9
Asymmetric Student-Teacher Networks for Industrial Anomaly Detection
Published in 2023 IEEE/CVF WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV) (01-01-2023)“…Industrial defect detection is commonly addressed with anomaly detection (AD) methods where no or only incomplete data of potentially occurring defects is…”
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Conference Proceeding -
10
Region-based Cycle-Consistent Data Augmentation for Object Detection
Published in 2018 IEEE International Conference on Big Data (Big Data) (01-12-2018)“…Roads constitute a major part of the lives of everybody. Heavy use, for instance by cars and especially trucks, and even soil movement lead to visible damages…”
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Conference Proceeding -
11
The voraus-AD Dataset for Anomaly Detection in Robot Applications
Published in IEEE transactions on robotics (2024)“…During the operation of industrial robots, unusual events may endanger the safety of humans and the quality of production. When collecting data to detect such…”
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Journal Article -
12
GANSeg: Learning to Segment by Unsupervised Hierarchical Image Generation
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01-06-2022)“…Segmenting an image into its parts is a common pre-process for high-level vision tasks such as image editing. However, annotating masks for supervised training…”
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Conference Proceeding -
13
ElePose: Unsupervised 3D Human Pose Estimation by Predicting Camera Elevation and Learning Normalizing Flows on 2D Poses
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01-06-2022)“…Human pose estimation from single images is a challenging problem that is typically solved by supervised learning. Unfortunately, labeled training data does…”
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Conference Proceeding -
14
AdaptPose: Cross-Dataset Adaptation for 3D Human Pose Estimation by Learnable Motion Generation
Published in 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01-06-2022)“…This paper addresses the problem of cross-dataset generalization of 3D human pose estimation models. Testing a pre-trained 3D pose estimator on a new dataset…”
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Conference Proceeding -
15
Probabilistic Monocular 3D Human Pose Estimation with Normalizing Flows
Published in 2021 IEEE/CVF International Conference on Computer Vision (ICCV) (01-10-2021)“…3D human pose estimation from monocular images is a highly ill-posed problem due to depth ambiguities and occlusions. Nonetheless, most existing works ignore…”
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Conference Proceeding -
16
AudioViewer: Learning to Visualize Sounds
Published in 2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV) (01-01-2023)“…A long-standing goal in the field of sensory substitution is enabling sound perception for deaf and hard of hearing (DHH) people by visualizing audio content…”
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Conference Proceeding -
17
DiffPose: Multi-hypothesis Human Pose Estimation using Diffusion models
Published 29-11-2022“…Traditionally, monocular 3D human pose estimation employs a machine learning model to predict the most likely 3D pose for a given input image. However, a…”
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Journal Article -
18
LatentKeypointGAN: Controlling Images via Latent Keypoints
Published 13-10-2024“…Conference on Robots and Vision 2023 Generative adversarial networks (GANs) have attained photo-realistic quality in image generation. However, how to best…”
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19
Temporally-consistent 3D Reconstruction of Birds
Published 24-08-2024“…This paper deals with 3D reconstruction of seabirds which recently came into focus of environmental scientists as valuable bio-indicators for environmental…”
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20
Pose Modulated Avatars from Video
Published 23-08-2023“…It is now possible to reconstruct dynamic human motion and shape from a sparse set of cameras using Neural Radiance Fields (NeRF) driven by an underlying…”
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Journal Article