Visual AI Solutions Case Studies - Chooch AI
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Problems Solved by Visual AI What vehicle What time was arrived at the patient 372652 location? anesthetized? Visual AI provides solutions across industry verticals with any type of imagery. Are the workers How many cells are wearing their on this slide? hardhats?
The Value of Visual AI Platforms Computer Vision Shortfalls • Narrowly focused vertical applications • Typically use 1:1 matching with specific imagery and limited ability to integrate • High development cost and low proof of performance mean risk of delivery failure Visual AI Platform • Proven horizontal turnkey solutions at scale • Industry-tested models, pretrained classifications, API integration, remote edge device updates • Minimizes risk for integration and support
Chooch AI Dashboard CHOOCH DASHBOARD Train and deploy models. Remote model management. • Training data management (if necessary) API for systems integration. • Dataset management • Choice of customized or pre-trained models CHOOCH EDGE AI IMAGING DEVICES • Models exported to devices in minutes on Devices • Video streams connection to device(s) Inferencing, with updates Video streams, still images, from Chooch Dashboard IR, x-ray, radar, etc. • Can deploy multiple models on the edge • Call to action alerts via text or email • Metadata sent to client environment • Edge models can be updated remotely FAST, ACCURATE DATA GENERATION CLIENT ENVIRONMENT Images, metadata & alerts. Action, object and image Integrates into cloud recognition. Text analysis. or on-premise facial authentication.
Safety & Security Solutions Public Health Monitoring Aids public and private entities in monitoring well-being. Detects coughs and ensures that masks are worn during epidemics. Integrates with video management systems and sends alerts. Safety Compliance Worker and OSHA Compliance. Ensures that workers are wearing protective clothing. Fast alert system when non-compliance is detected. Benefits include lower insurance, reduced costs and risks.
Infrastructure Monitoring and Remote Surveillance Critical Infrastructure Monitoring • Currently in production • 20,000 locations • Customer has many other “security on the edge” applications including government contracts • Metadata is stored on the edge and synched weekly • Calls to Action include email and text alerts, frame capture, and Full Motion Video recording • Minimum power requirements (5w) provided by solar panel
Healthcare Solutions Surgical Theater Action Logs Automated Surgical Logs. Operating room procedure detection. Accurate action logging for anesthesia, surgical procedures, chest cavity closure. Surgical instrument usage and tracking, and increased efficiency. Cell Detection and Identification Rapid, automated identification and counting of cells in all lighting conditions, including both fluorescent and brightfield. Excludes debris. Integrates into microscopy and information workflows.
Healthcare Solutions COVID-19 Response • Created model for researchers • Trained model with public X-Ray data • Detects lung injury from ARDS • Test with lung X-Rays in database • Chooch trainable with any medical imaging • Achieve depth quickly and very flexible • Learn more at Chooch.ai/COVID19
Industrial Solutions Change Detection Models trained for a baseline. When anomalous images are detected, changes are tagged. This model can be applied to many industries and applied to many imaging techniques. The image below is drone infrared imagery. Flaw Detection Models for common flaws such as dust or scratches. New use cases require new custom models. Clients aggregate images for custom training. Clients own the data but Chooch retains control over new models.
Geospatial Solutions Wildfire Detection Models trained to identify wildfires with extremely high accuracy. Edge AI installed on satellite or aircraft captures stills from videos when fire activity is detected. Alerts are sent to decisionmakers. Humanitarian Relief Disaster assessment. Detailed analysis such as percentage change estimates in damaged buildings. Trained from existing imagery. Highly scalable with extremely fast response time.
Media Solutions Augmented Reality Integrate Visual AI into AR hardware to allow for many industry applications from worker safety to tourism. Fast processing allows metadata generation in under one second when images and video are sent to the cloud. Content Apps Developers can add computer vision models to their apps. Applications range from shopping apps with object recognition to museum tour apps to animal activity information at zoos. Content provided on click.
Media Solutions Contextual Advertising Woman Integrate Visual AI into AR hardware to allow for many industry Pearl Earrings applications from worker safety to tourism. Fast processing allows metadata generation in under one second when images and video are sent to the cloud. Face Sarah Abney Ash Gray Clothing Ed Sheeran Chanel Style Media Enrichment Gibson Acoustic L-100 Developers can add computer vision models to their apps. Applications range from shopping apps with object recognition to museum tour apps to animal activity information at zoos. Content provided on click.
Media/Retail Solutions Image Quality Control • Car reseller needed to ensure image quality • Trained model with 1000s of good and bad quality images • Detects X classes of image quality issues Dust Detected • Dramatical productivity gain • Currently integrating via API with photo database to approve/reject images submitted by dealer network • 180 classes 18 perceptions to check quality for each angle and type of image required for each car listing on their retail website site Blurry Image
Retail Solutions Planogram Reporting Integrated into robots. Detects out of stock items in brick and mortar stores. Provides analysis of shelf space placement to ensure compliance. Reduces costs and improves shopping experience. Object Tagging and Pricing Tags user submitted products with higher quality metadata. Greatly increases findability of listings. Improves customer experience and usability. Drives sales for platforms and sellers.
Financial Benefit: Radically Increased Productivity D = tags/decision D = (p*d*v) p = people d = the time it takes for each visual v = the number of visuals Human Machine (Inspection Mechanic, for example) (Video Inspection of Aircraft) d = 80 seconds (time for each visual task) d = 1 second (time for each visual task) v = 101 (number of visual tasks) v = 101 (number of visual tasks) p = 4 people p = 1 person D = (80*101) = (4*80*101) = 32,320 human D = (1*101) = 101 seconds, or less than 2 minutes* seconds, Approximately 9 human hours. *However, each task can be processed concurrently with infinite scale.
Deploying Visual AI Our team has deep expertise in scoping, planning and developing computer vision projects for global scale across many industries. Our workflow includes: • Consultative Design • Data Collection • Annotation & Labelling Model • Development Prototype • Testing Integration • Support & Growth Computer vision on the Chooch AI platform is deployable now in the cloud and on the edge.
Media “We predict drug discovery will be vastly improved in 2020 as manual visual processes are automated because visual AI will be able to monitor and detect cellular drug interactions on a massive scale,” Emrah Gultekin, CEO at Chooch, told TNW. A San Francisco-based technology company called Chooch AI is trying to narrow that gap with the help of artificial intelligence, reducing the time between a fire’s eruption and the moment it’s spotted by people. AI could also soon ensure that only the people who are supposed to can get inside. “The ability of a car to detect known drivers is an important near-future safety feature of vehicles. Matching faces with identity cards within a vehicle are the key to this,” Gultekin says.
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