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Object detection and recognition allow machines to analyze and interpret visual data, driving advancements in automation, safety, healthcare, and consumer technologies. Our expertise includes the following techniques:
• YOLO v1-v8
• EfficientDet
• Mask-RCNN
• SSD300 and SSD512, MobileNet-SSD
• SIFT and SURF
Image classification assigns labels or categories to images based on their visual content, enhancing the ability of machines to understand and interpret images. We utilize the following techniques:
• CNNs: ResNet, VGGNet, Inception (GoogLeNet), EfficientNet, MobileNet v1-v3
• Feature Extraction and Image Embeddings
• Self-Attention
• Other DL Techniques
Semantic segmentation assigns class labels (e.g., person, car, tree) to each pixel in an image, offering a detailed understanding by breaking the image into meaningful segments. We leverage the following methods:
• CNNs: UNet, UNet++, AdaptNet
• Dilated (Atrous) Convolutions
• Self-Attention and Non-local Blocks
Face recognition identifies or verifies individuals by comparing facial features with a database of known faces. Verification determines whether two faces belong to the same person. We utilize the following technologies:
• FaceNet, Siamese Networks, ArcFace
• One-Shot Learning and Metric Learning
• Classification-Based Approaches
• Feature Extraction and Matching
Machine Learning (ML) techniques extract meaningful features from visual data for classification, detection, and segmentation. Deep Learning (DL) automatically extracts features from raw data, achieving best performance in various computer vision applications. We use the following technologies:
• Support Vector Machines
• Random Forests
• Naive Bayes Classifier
• K-Nearest Neighbors
• CNNs and RNNs
• Long Short-Term Memory Networks
• Generative Adversarial Networks
• Autoencoders
These techniques, widely used before the rise of deep learning, rely on manual feature extraction and algorithmic processing rather than learning-based methods. Our expertise includes:
• Haar Cascades, HOG, Feature Matching
• Eigenfaces and Fisherfaces
• Bilateral, Laplacian, Sobel, Gaussian Filters
"At Coherent Solutions, we understand the significant challenges businesses face in extracting actionable insights from visual data. Our advanced solutions are meticulously designed to seamlessly integrate with your existing systems, ensuring smooth transitions and functionality. This integration significantly reduces the time and costs associated with traditional manual data analysis methods.
With cutting-edge algorithms and state-of-the-art technologies, we help you uncover hidden patterns within your visual data. This empowers you to make more informed, data-driven decisions, enhancing operational efficiency and giving you a competitive edge in your industry. Our expertise allows you to focus on core business activities while we manage the complexities of visual data analysis"
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TECHNOLOGY | ARTIFICIAL INTELLIGENCE | DIGITAL PRODUCT ENGINEERING
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HEALTHCARE | DIGITAL PRODUCT ENGINEERING | ARTIFICIAL INTELLIGENCE | MOBILE APPS
Our Clients Say It Best
We care about your business, focusing on success and timely delivery. Read what our customers say about our collaboration.
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"Over $2M annual reoccurring revenue from our SaaS platform in just the first year, with a steadily growing user base. After a few years of bootstrapping, we received investment from two entities, one of the largest distribution companies in the US and a highly respected private equity firm. The project management has been extremely impressive, from a deliverability standpoint and communication. The team is a well-oiled machine — extremely efficient."
"It isn’t about just meeting the functional requirements and specifications, but the wow factor is that the other things that Coherent has brought: at helping us look at potentially how we may do something with data lakes or relational to analytics, and that’s the bigger value proposition. We always feel that we are not going to just get what we have asked for; there will be other things that we know you come through on. And that is a great asset to us."
"We've developed a measure of sport-specific intellectual ability—we call it the Athletic Intelligence Quotient, or AIQ. We hired Coherent Solutions to revamp our mobile app and our web-based scoring portal. The scoring portal was extremely slow, to the point that it was an issue for our clients and us… We saw them deliver on everything that we set out to accomplish, specifically with speeding up the load times on the scoring database. I was pleased with their initiative, their attitude, and their reaction times."
