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"Visual blockage assessment at culverts using synthetic images to mitig" by Umair Iqbal, Johan Barthelemy et al.

The assessment of visual blockages in cross-drainage hydraulic structures, such as culverts and bridges, is crucial for ensuring their efficient functioning and preventing flash flooding incidents. The extraction of blockage-related information through computer vision algorithms can provide valuable insights into the visual blockage. However, the absence of comprehensive datasets has posed a significant challenge in effectively training computer vision models. In this study, we explore the use of synthetic data, the synthetic images of culvert (SIC) and the visual hydraulics lab dataset (VHD), in combination with a limited real-world dataset, the images of culvert openings and blockage (ICOB), to evaluate the performance of a culvert opening detector. The Faster Region-based Convolutional Neural Network (Faster R-CNN) model with a ResNet50 backbone was used as the culvert opening detector. The impact of synthetic data was evaluated through two experiments. The first involved training t ....

Faster Convolutional Neural Network , Faster Region Based Convolutional Neural Network , Computer Vision , Gaming Engines , Object Detection , Synthetic Data , Isual Blockage Of Hydraulic Structures ,

Pool of Talented Advanced Technology Experts for Innovation Unit - Consultancy Pre-Qualification - REMOTE - Denmark

Pool of Talented Advanced Technology Experts for Innovation Unit - Consultancy Pre-Qualification - REMOTE - Denmark
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In-demand skills in Artificial Intelligence taking center stage

Amidst a landscape of rapid technological progress, companies are increasingly seeking individuals proficient in artificial intelligence (AI) to navigate ....

Erick Brethenoux , Kelly Monahan , Upwork Research Institute , Large Language Model , Only Look Once , Object Detection , Stable Diffusion , Prompt Engineering , Natural Language Processing , Image Processing , Managing Director , Research Institute , Distinguished Vice President Analyst , Linkedin Learning ,

The most in-demand AI skills — and how companies want to use them

The most in-demand AI skills — and how companies want to use them
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Upwork Monahan , Erick Brethenoux , Kelly Monahan , Upwork Research Institute , Convolutional Neural Network , Thanpana Studio , Large Language Model , Only Look Once , Object Detection , Stable Diffusion , Prompt Engineering , Natural Language Processing , Image Processing , Research Institute , Language Models , Large Language Models , Linkedin Learning ,

The most in-demand AI skills — and how companies want to use them

Studies from job listings and professional networking sites detailed the top attributes would-be hires are highlighting and companies are seeking. No surprise: various AI skills top that list. ....

Erick Brethenoux , Kelly Monahan , Upwork Monahan , Upwork Research Institute , Convolutional Neural Network , Large Language Model , Only Look Once , Object Detection , Stable Diffusion , Prompt Engineering , Natural Language Processing , Image Processing , Research Institute , Language Models , Large Language Models , Linkedin Learning ,