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Papers Keypoint Estimation

“Keypoint Estimation” 태그가 달린 논문 71편 · 필터 해제

Learning to Predict Robot Keypoints Using Artificially Generated Images

2019-07-03 · Christoph Heindl, Sebastian Zambal, Josef Scharinger

This work considers robot keypoint estimation on color images as a supervised machine learning task. We propose the use of probabilistically created renderings to overcome the lack of labeled real images. Rather than sam…

BIG-bench Machine LearningKeypoint Estimation

Objects as Points

2019-04-16 · Xingyi Zhou, Dequan Wang, Philipp Krähenbühl

Detection identifies objects as axis-aligned boxes in an image. Most successful object detectors enumerate a nearly exhaustive list of potential object locations and classify each. This is wasteful, inefficient, and requ…

3D Object DetectionKeypoint DetectionKeypoint EstimationObject+3

Bottom-up Object Detection by Grouping Extreme and Center Points

2019-01-23 · CVPR 2019 6 · Xingyi Zhou, Jiacheng Zhuo, Philipp Krähenbühl

With the advent of deep learning, object detection drifted from a bottom-up to a top-down recognition problem. State of the art algorithms enumerate a near-exhaustive list of object locations and classify each into: obje…

Keypoint EstimationObjectobject-detectionObject Detection

Accurate Hand Keypoint Localization on Mobile Devices

2018-12-19 · Filippos Gouidis, Paschalis Panteleris, Iason Oikonomidis, Antonis Argyros

We present a novel approach for 2D hand keypoint localization from regular color input. The proposed approach relies on an appropriately designed Convolutional Neural Network (CNN) that computes a set of heatmaps, one pe…

Computational EfficiencyHand Keypoint LocalizationKeypoint Estimation

Neural Sign Language Translation based on Human Keypoint Estimation

2018-11-28 · Sang-Ki Ko, Chang Jo Kim, Hyedong Jung, Choongsang Cho

We propose a sign language translation system based on human keypoint estimation. It is well-known that many problems in the field of computer vision require a massive amount of dataset to train deep neural network model…

Keypoint EstimationSign Language TranslationTranslation

3D Interpreter Networks for Viewer-Centered Wireframe Modeling

2018-04-03 · Jiajun Wu, Tianfan Xue, Joseph J. Lim, Yuandong Tian 외

Understanding 3D object structure from a single image is an important but challenging task in computer vision, mostly due to the lack of 3D object annotations to real images. Previous research tackled this problem by eit…

Image RetrievalKeypoint EstimationObjectRetrieval

Detect-and-Track: Efficient Pose Estimation in Videos

2017-12-26 · CVPR 2018 6 · Rohit Girdhar, Georgia Gkioxari, Lorenzo Torresani, Manohar Paluri 외

This paper addresses the problem of estimating and tracking human body keypoints in complex, multi-person video. We propose an extremely lightweight yet highly effective approach that builds upon the latest advancements …

Human DetectionKeypoint EstimationMulti-Object TrackingObject Tracking+3

Unsupervised Domain Adaptation for 3D Keypoint Estimation via View Consistency

2017-12-15 · ECCV 2018 9 · Xingyi Zhou, Arjun Karpur, Chuang Gan, Linjie Luo 외

In this paper, we introduce a novel unsupervised domain adaptation technique for the task of 3D keypoint prediction from a single depth scan or image. Our key idea is to utilize the fact that predictions from different v…

Domain AdaptationKeypoint EstimationUnsupervised Domain Adaptation

Mask R-CNN

2017-03-20 · ICCV 2017 10 · Kaiming He, Georgia Gkioxari, Piotr Dollár, Ross Girshick

We present a conceptually simple, flexible, and general framework for object instance segmentation. Our approach efficiently detects objects in an image while simultaneously generating a high-quality segmentation mask fo…

3D Instance SegmentationHuman Part SegmentationInstance SegmentationKeypoint Detection+14

KEPLER: Keypoint and Pose Estimation of Unconstrained Faces by Learning Efficient H-CNN Regressors

2017-02-16 · Amit Kumar, Azadeh Alavi, Rama Chellappa

Keypoint detection is one of the most important pre-processing steps in tasks such as face modeling, recognition and verification. In this paper, we present an iterative method for Keypoint Estimation and Pose prediction…

Face AlignmentHead Pose EstimationKeypoint DetectionKeypoint Estimation+2

Single Image 3D Interpreter Network

2016-04-29 · Jiajun Wu, Tianfan Xue, Joseph J. Lim, Yuandong Tian 외

Understanding 3D object structure from a single image is an important but difficult task in computer vision, mostly due to the lack of 3D object annotations in real images. Previous work tackles this problem by either so…

Image RetrievalKeypoint EstimationObjectRetrieval
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