目前在MPII数据集上位列榜首方法来自论文《Adversarial PoseNet: A StructureawareConvolutional Network for Human Pose Estimation》,采用的GAN的方法,效果比之前的state-of-the-art仅仅提升了零点几个百分点。基本上到hourglass之后的方法都是一些微调,虽然理论都不太一样,但是准确度提升不大。 Part2:Multi-Person Pose...
paper:Stacked Hourglass Networks for Human Pose Estimation code:https://github.com/princeton-vl/pose-hg-train 这篇论文提出了一种新的网络结构Stacked Hourglass Networks来对人体的姿态进行识别,这个网络结构能够捕获并整合图像所有尺度的信息。之所以称这种网络为Stacked Hourglass Networks,主要是它长得很像堆叠起...
compensating the role played by the pointwise (1 × 1) convolution. Lite-HRNet demonstrates superior results on human pose estimation over popular lightweight networks. It is state-of-the-art in terms of complexity and accuracy trade-off on COCO and MPII ...
Human perception shows that a correct interpretation of a 3D scene on the basis of a 2D image is possible without markers. Solely by identifying natural features of dierent objects, their locations and orientations on the image can be identified. This allows a three dimensional interpretation of...
A review of deep learning techniques for 2D and 3D human pose estimation Miniar Ben Gamra, Moulay A. Akhloufi, in Image and Vision Computing, 2021 4.1.2 Detection-based approaches In detection-based approaches, the ground truth is generated from joint positions, usually by applying a 2D gaus...
The illegal use of deepfake technology will have a serious impact on social stability, personal reputation and even national security. Therefore, it is imperative to develop research on facial deepfake videos detection technology, which is also a research hotspot in the field of computer vision in ...
Pose estimation is a technique used to determine the pose of the object relative to the camera or the world coordinate system. COCO: A large-scale dataset with human pose annotations designed for pose estimation tasks. COCO8-pose: A smaller dataset for pose estimation tasks, containing a subset...
Similarly, stereo vision matching also has the ability to recover 3D structures of a scene by observing the scene from two viewpoints [9,10]. Stereo vision matching simulates the way of human eyes by two cameras, and the disparity maps of images are calculated through a cost function. Since...
A systematic review of photogrammetry as a reliable methodology in gender identification of human skull Juliana Calistroda Silva, ...André LuísShinohara, inJournal of Forensic and Legal Medicine, 2023 5Conclusion Even with the limitations of the study,photogrammetryis a viable and reliable method fo...
Although 2D facial recognition was introduced earlier and was the first to be automated, in the late 1980s the advantages of 3D recognition emerged. Three-dimensional face recognition is a method for facial recognition in which the three-dimensional geometry of the human face is used. It has be...