ML Image Identifier Lite vs RayAI

FEATURES: ML Image Identifier is an educational app that allows your iOS device to identify images in real-time, as you move the camera around your environment. It can scan for 3 categories of images ("Objects", "Cars", and "Food") and recognize "Text" (character boxes, OCR) and "Faces" (feature landmarks). The app automatically throttles the image processing to work on any device running iOS 12, though it may be sluggish on older devices. Devices running iOS 13 additionally have optical character-recognition (OCR) in "Text" mode. For the categorized images, the app displays the top-5 predicted matches, based on the neural networks' confidence levels as percentages. BACKGROUND: Once merely a subject of science-fiction, machine learning has permeated our lives in recent decades. We see it in numerous uses, such as handwriting recognition, facial recognition, image tagging, AI in games, targeted advertisements, predictive typing, and many automated tasks. Social networks are free because the data (i.e. text, images, survey responses, etc.) you provide can be valuable for numerous purposes. In short: Knowledge is power. With the release of iOS 11, Apple brought machine learning to the masses with CoreML, making it possible to run neural networks and other ML-related tools via hardware acceleration on any iOS device. This app is a demonstration of some possibilities - and some deficiencies - of machine learning. Modeling a neural network is only one part of the task. For a ML model to work, it must be fed massive amounts of test data (similarly to how it takes a living creature numerous stimuli to learn). Good test data can yield good results; poor test data can yield poor results. Sometimes, biases of those creating the tests can come into play, since they may unknowingly weigh certain test values over others. SPECIFICS: ML Image Identifier makes use of 3 ML models (all MIT- or Apache- licensed) and Apple's own Vision framework to serve as examples: "MobileNet" - This scans general objects. It works fairly well with household items. It cannot identify people. This ML model is an example of fairly high-quality results in image recognition and is much more compact than similar ML models that can be as large as 500MB. "CarRecognition" - This scans for makes and models of vehicles. It is very hit-or-miss and seems to heavily match automobiles from specific regions of the world. Most matches are the right body type but wrong make. This ML model is an example of mixed results in image recognition. "Food101" - This scans for prepared foods. It rarely works with general food items and seems to focus on foods that most people will not have in their houses, such as caviar and lobster. It also returns many false-positives for desserts. This ML model is an example of poor results in image recognition when used outside of very specific cases. The text-recognition mode looks for all potential text in view and highlights the words and individual characters in those words for easy viewing. It also supports OCR on iOS13. The facial-recognition mode looks for all potential human or human-like faces. Of those found, the app highlights the facial landmarks, such as eyes, nose, jawline, etc. This mode in particular works better on a newer device at a usable framerate, due to the hardware required for real-time image processing. If you enjoy this app, please consider ad-free version. If you enjoy the facial-recognition, consider HullBreach Studios' game "Exprestive", which is also available in the App Store.

RayAI allows you to see the world differently by revealing the hidden internal structures of everyday objects. Using advanced Artificial Intelligence technology, this application transforms your photos into detailed cutaway visualizations and transparent layers. Whether you are a design enthusiast, an engineering student, or simply curious about what lies beneath the surface, RayAI offers a unique visual experience. Key Features: Advanced AI Visualization Turn standard photographs into complex structural analyses. Our AI engine processes images to predict and render the internal composition of objects, creating a realistic X-ray or cutaway effect. Layered Transparency Explore objects depth by depth. The application separates the visual data into layers, allowing you to see through the outer shell and observe the inner mechanics or structure of items. High-Quality Image Processing Powered by state-of-the-art generative models, RayAI maintains the resolution and integrity of your original photos while applying the transformation effects. The results are artistic, clear, and ready for high-definition displays. Personalized History Dashboard Keep track of all your visual experiments. The user-friendly dashboard saves your past generations, allowing you to revisit, compare, and share your best results anytime. Premium Experience Upgrade to RayAI Premium for an uninterrupted experience. Subscribers enjoy unlimited scanning capabilities, faster processing times, and a completely ad-free environment. User-Friendly Interface Designed with a modern, minimal aesthetic similar to your favorite social media apps. RayAI supports both Dark Mode and Light Mode to suit your preference and reduce eye strain. Subscription Information: RayAI offers weekly and yearly subscription plans. Payment will be charged to your iTunes Account at confirmation of purchase. Subscriptions automatically renew unless auto-renew is turned off at least 24 hours before the end of the current period. You can manage your subscriptions and turn off auto-renewal in your Account Settings after purchase. Download RayAI today and start uncovering the hidden layers of your world. https://bernsoftware.com/object-visualizer-privacy-policy/ https://bernsoftware.com/object-visualizer-terms-conditions/ Terms Of Use: https://www.apple.com/legal/internet-services/itunes/dev/stdeula/