A new book 'Foundations of Computer Vision' from MIT.

#ai #computervision

FreeTimeGS

This paper aims to address the challenge of reconstructing volumetric videos with fast and complex motions from multi-view RGB videos.

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#SemanticSegmentation #ComputerVision #AI #Annotation #MachineLearning #Outsourcing #ML #DataAnnotation

How to Improve Image and Video Quality ?

Check out our tutorial here : https://youtu.be/sjhZjsvfN_o&list=UULFTiWJJhaH6BviSWKLJUM9sg

You can find more tutorials, and join my newsletter here : https://eranfeit.net/blog

Enjoy
Eran

#OpenCV #computervision #superresolution #ColorizingOldImages

Here’s a great breakdown of Aria Gen 2 and why these research glasses are so impressive!

📌 Few highlights:

🕶️ Design & Comfort
- Lighter (74–76g) with folding arms and 8 size options for better fit and comfort

📸 Vision Upgrades
- 4 HDR cameras (up from 2), now with 120 dB range
- Wider FOV and 80° stereo overlap for better depth and tracking

🔍 New Sensors
- Ambient Light Sensor for lighting detection
- Contact mic for clearer audio in noise
- Heart rate sensor in the nosepad

⏱️ Time Sync
- Hardware-based Sub-GHz radio for sub-millisecond sync between devices

🧠 On-Device Intelligence
- Real-time tracking via Meta’s custom coprocessor
- 6DOF spatial tracking (VIO)
- Advanced eye tracking (gaze, pupil, blinks)
- 3D hand tracking for gesture and robotics research

#xr #technology #arglasses #future #mixedreality #developers #computervision

Deployments of computer vision applications in the wild appear to not have been vetted much.

Left, "the camera detected a vehicle".
Right, "the camera detected a person".

Turns out, spider webs are adversarial for a system that didn't include them in the training data.

Seems developers didn't think of spider webs. There may have not been any in their labs.

#ComputerVision #MachineLearningFail

When memory was measured in kilobytes: The art of efficient vision - Software Heritage

Back when RAM was precious, clever code reigned. Take a peek into early computer vision's elegant solutions.

Software Heritage

Come join us at Michigan Python tomorrow evening! Brendan Carnill is giving a talk about how VisionAgent makes computer vision accessible to Python developers! We'll explore practical examples of object detection, image classification, and other CV tasks without the usual complexity.

https://www.meetup.com/michigan-python/events/305384924

#Python #ComputerVision

Hybrid MI Python: Simplify Computer Vision Tasks with VisionAgent, Thu, Jun 5, 2025, 7:00 PM | Meetup

Discover how VisionAgent makes computer vision accessible to Python developers! We'll explore practical examples of object detection, image classification, and other CV tas

Meetup