A low-cost photorealistic CG dataset rendering pipeline for facial landmark localization
Sign Up to like & getrecommendations! Published in 2019 at "Multimedia Tools and Applications"
DOI: 10.1007/s11042-019-7516-5
Abstract: Face analysis has been a hot research field in computer vision for decades. The dataset is of vital importance for modern machine learning methods. The paper proposes a flexible CG (Computer Graphics) rendering pipe-line for… read more here.
Keywords: dataset; landmark localization; cost; facial landmark ... See more keywords
Integrating spatial configuration into heatmap regression based CNNs for landmark localization
Sign Up to like & getrecommendations! Published in 2019 at "Medical Image Analysis"
DOI: 10.1016/j.media.2019.03.007
Abstract: &NA; In many medical image analysis applications, only a limited amount of training data is available due to the costs of image acquisition and the large manual annotation effort required from experts. Training recent state‐of‐the‐art… read more here.
Keywords: integrating spatial; landmark localization; localization; spatial configuration ... See more keywords
Automatic vocal tract landmark localization from midsagittal MRI data
Sign Up to like & getrecommendations! Published in 2020 at "Scientific Reports"
DOI: 10.1038/s41598-020-58103-6
Abstract: The various speech sounds of a language are obtained by varying the shape and position of the articulators surrounding the vocal tract. Analyzing their variations is crucial for understanding speech production, diagnosing speech disorders and… read more here.
Keywords: localization midsagittal; automatic vocal; tract; vocal tract ... See more keywords
Initial Shape Pool Construction for Facial Landmark Localization Under Occlusion
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Access"
DOI: 10.1109/access.2017.2739822
Abstract: Recently, a local binary patterns-based initialization scheme for robust cascaded pose regression was proposed, which selects the most correlated shapes with the estimated face from training set as the initial shapes. Nevertheless, due to the… read more here.
Keywords: initial shape; shape; training set; landmark localization ... See more keywords
A New Benchmark and Low Computational Cost Localization Method for Cephalometric Analysis
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Circuits and Systems for Video Technology"
DOI: 10.1109/tcsvt.2024.3386021
Abstract: In this study, we present WebCeph2k, an extensive and diverse cephalometric landmark localization dataset that surpasses previous benchmark datasets in terms of number of landmark annotations. This diverse cephalometric landmarks dataset has significant value in… read more here.
Keywords: method; dataset; landmark localization; localization ... See more keywords
DPKI-Net: Dual Prior Knowledge Injection Network for Multitask 3-D Medical Image Segmentation and Landmark Localization
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Instrumentation and Measurement"
DOI: 10.1109/tim.2025.3547079
Abstract: A large number of vision-based medical equipment are playing an important role in the clinical process. These pieces of equipment have greatly improved the automation and precision through advanced medical image processing technology. The segmentation… read more here.
Keywords: task; segmentation; medical image; landmark localization ... See more keywords
Stratified Decision Forests for Accurate Anatomical Landmark Localization in Cardiac Images
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Transactions on Medical Imaging"
DOI: 10.1109/tmi.2016.2597270
Abstract: Accurate localization of anatomical landmarks is an important step in medical imaging, as it provides useful prior information for subsequent image analysis and acquisition methods. It is particularly useful for initialization of automatic image analysis… read more here.
Keywords: decision; segmentation; landmark localization; proposed method ... See more keywords
Uncertainty Estimation for Heatmap-Based Landmark Localization
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Medical Imaging"
DOI: 10.1109/tmi.2022.3222730
Abstract: Automatic anatomical landmark localization has made great strides by leveraging deep learning methods in recent years. The ability to quantify the uncertainty of these predictions is a vital component needed for these methods to be… read more here.
Keywords: based landmark; uncertainty; quantile binning; landmark localization ... See more keywords
SDMT: Spatial Dependence Multi-Task Transformer Network for 3D Knee MRI Segmentation and Landmark Localization.
Sign Up to like & getrecommendations! Published in 2023 at "IEEE transactions on medical imaging"
DOI: 10.1109/tmi.2023.3247543
Abstract: Knee segmentation and landmark localization from 3D MRI are two significant tasks for diagnosis and treatment of knee diseases. With the development of deep learning, Convolutional Neural Network (CNN) based methods have become the mainstream.… read more here.
Keywords: landmark localization; knee; segmentation; task ... See more keywords
A Cross‐Dimension Annotations Method for 3D Structural Facial Landmark Extraction
Sign Up to like & getrecommendations! Published in 2020 at "Computer Graphics Forum"
DOI: 10.1111/cgf.13895
Abstract: Recent methods for 2D facial landmark localization perform well on close‐to‐frontal faces, but 2D landmarks are insufficient to represent 3D structure of a facial shape. For applications that require better accuracy, such as facial motion… read more here.
Keywords: landmark; landmark localization; dimension annotations; cross dimension ... See more keywords