Machine Vision / Video Analytics is a field of engineering that helps machines recognize and react to visual input. Through digital analysis of image and video data, savvy Design Engineers can unlock meaningful insights into any kind of project. From autonomous vehicles to smart-security systems and digital tracking, a Design Engineer can develop custom applications programed with an intricate understanding of human-eye vision. This makes the use of Machine Vision / Video Analytics both accessible and valuable for a range of applications.
For the client this means that with the help of a Design Engineer trained in Machine Vision / Video Analytics, complex analytics become fast data mining opportunities. It's useful for businesses with large consumer data sets who need to quickly gather real-time assessments. It's ideal for research projects such as predicting social behavior or tracking product performance that requires real-time feedback across several channels. It can also be used creatively for videos or photographs from hard-to-reach locations, recording subtle nuances and expressions from people or animals in their natural habitats.
Here's some projects that our expert Design Engineer made real:
- Facilitated the collection of samples in Thailand and New Zealand for an academic research project
- Streamlined data gathering process through activating remote cameras at strategic points
- Captured moments related to a business launching event
- Analyzed environmental activity across multiple international cities
At Freelancer.com, any job assignment related to Machine Vision / Video Analytics is perfectly achievable. Our Design Engineers have comprehensive knowledge that allows us to take on any challenges as long as there is a desire to innovate beyond a traditional video or photography sequence. From video content creation to collecting powerful data sets, our experts are here to help your project meet its full potential.
Don't hesitate to post your project on Freelancer.com and hire your own Design Engineer today! With their expertise and knowledge in Machine Vision / Video Analytics, you could soon find yourself in the midst of amazing results!Asiakkaamme antoivat 2,207 arvostelussa keskimääräisen arvosanan Design Engineers 4.9 / 5 tähteä.
Palkkaa Design Engineers
Seeking a skilled AI developer to assist with training a video analytics model. The purpose of the model (we already have) is object detection, anomaly detection, tracking etc. I have some annotated dataset available for model training. Currently we are doing this process manually with our software model. As for the preferred AI framework, I am open to suggestions and would appreciate the developer's expertise in selecting the most suitable framework for the project. Please use Python as our preferred IDE, any other will require some convincing from you. Ideal skills and experience: - Strong background in AI and video analytics - Proficiency in object detection techniques - Experience with ChatGPT, Bart, TensorFlow, PyTorch, or other AI frameworks (please specify with explanation) - ...
The idea is to pass plain images (with no extra information) via SAM (segment anything from META) model to get masks of objects at the image. Secondly we pass each object with created mask separately to some image to text model like CLIP. Finally we compare CLIP results with one of categories we have (text comparison). If we get a match we save it with that label. All in compatible format to Output should be saved in exactly the same format. One image will have many masks and labels on it. All must be done and work Google Colabolatory.