“…As such, prediction accuracy is expected to improve with additional surveying and image annotation. This study is the first to directly compare the results from underwater hyperspectral scanning with those from traditional photoquadrat survey techniques across multiple sites with two levels of identification resolution and different degrees of certainty. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…Web delivery employed the Digital Slidebox platform allowing digital microscope viewing facilities and image annotation with data gathering from participants. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…These improvements in ontology and protein annotation will benefit all users of GO enrichment analysis tools, as well as the ciliary research community, in areas ranging from microscopy image annotation to interpretation of high-throughput studies. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…BACKGROUND: Deep learning segmentation requires large datasets with ground truth. Image annotation is time consuming and leads to shortages of ground truth data for clinical imaging. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…AnatomySketch supports image annotation using the stylus and multi-touch screen. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…We aimed to develop a weakly-supervised DL algorithm that diagnosis breast cancer at ultrasound without image annotation. Weakly-supervised DL algorithms were implemented with three networks (VGG16, ResNet34, and GoogLeNet) and trained using 1000 unannotated US images (500 benign and 500 malignant masses). …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…BACKGROUND: Artificial intelligence can assist in interpreting chest X-ray radiography (CXR) data, but large datasets require efficient image annotation. The purpose of this study is to extract CXR labels from diagnostic reports based on natural language processing, train convolutional neural networks (CNNs), and evaluate the classification performance of CNN using CXR data from multiple centers METHODS: We collected the CXR images and corresponding radiology reports of 74,082 subjects as the training dataset. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…AI techniques have been increasingly explored in medical image annotation to overcome the need for specialized manual work. …”
Enlace del recurso
Enlace del recurso

“…METHODS: We developed CliniCam, a secure Apple iOS (iPhone, iPad) application that allows for user authentication, patient selection, image capture, image annotation, and storage of images as a Portable Document Format (PDF) file in the EHR. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…Specifically, we implemented a deep learning-based algorithm for automated brain tumor segmentation and radiomics extraction, and embedded it into PACS to accelerate a supervised, end-to- end workflow for image annotation and radiomic feature extraction. MATERIALS AND METHODS: An algorithm was trained to segment whole primary brain tumors on FLAIR images from multi-institutional glioma BraTS 2021 dataset. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…In this study, 4 different tissue types (epithelial, granulation, slough, and eschar) within the wound bed were independently labeled by the 5 wound clinicians at 1-week intervals using a browser-based image annotation tool. In addition, 2 deep convolutional neural network architectures were developed for wound segmentation and tissue segmentation and were used in sequence in the workflow. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…Subsequently, an automated image annotation software (MuscleSound) was used to estimate cross‐sectional area, muscle thickness and IMAT. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…However, utilization of MRI is limited due to expense required in manual image annotation. Preliminary work in small cohorts has suggested differences in PFJ measurements involving the anterior tibia and trochlea among symptomatic and control patients. …”
Enlace del recurso
Enlace del recurso

“…In this study, we evaluate the quality of diabetic macular edema (DME) intraretinal fluid (IRF) biomarker image annotations on OCT B-scans from five clinicians with a range of experience. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…The benchmark dataset contains over 6,000 image-annotated crowns, 400 field-annotated crowns, and 3,000 canopy stem points from a wide range of forest types. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…This method may be used to aid diagnosis and management of Meibomian gland dysfunction without prior image annotations, which require time and resources.…”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…A convolutional neural network was trained using 1373 training and validation images annotated by two radiologists. Performance of the DL algorithm was evaluated 244 test images annotated by one radiologist. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…The dataset includes 36,374 images captured with a high-resolution digital camera during the weed survey and 500 images annotated with the Labelmg suite. Images of the eighteen farmland locations in North Central Nigeria, containing the maize plants and their associated weeds were captured using a high-resolution camera in each location. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…Given the lack of research on digital images for caries detection, we construct a caries detection dataset based on the caries images annotated by professional dentists and propose RDFNet, a fast caries detection method for the requirement of detecting caries on portable devices. …”
Enlace del recurso
Enlace del recurso
Enlace del recurso

“…We further show how Slim enables the collection of standardized image annotations for the development or validation of machine learning models and the visual interpretation of model inference results in the form of segmentation masks, spatial heat maps, or image-derived measurements.…”
Enlace del recurso
Enlace del recurso
Enlace del recurso