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indraneelpatil
searching PlanetScale…
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4 ms
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indraneelpatil
6mo ago
Aaah interesting, does stuff like this generalise to furniture moving around and different lighting conditions and stuff? Also sounds like if the route gets blocked it just wont move
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indraneelpatil
6mo ago
I dont know any but try this! https://www.blueprint.am/
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indraneelpatil
6mo ago
Wow this is awesome! Thanks a ton for taking the time to think about the project and post this! Yeah I think the way to go is: 1. Improve the model input by stacking frames 2. Then try model distillation to a smaller model
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indraneelpatil
6mo ago
Wow okay there is a lot here, just so that I understand this correctly: 1. Make a replica of my home/ room in a game engine or a simulator 2. Generate trajectories with RL where the reward is hand specified by me 3. Automate trajectory
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indraneelpatil
6mo ago
Very cool! Glad this post inspired someone! Keep me posted if you actually end up building one! indraneelrajeevpatil@gmail.com
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indraneelpatil
6mo ago
Thanks! Appreciate it!
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indraneelpatil
6mo ago
Very very cool! Thanks for sharing! I'll try it out!
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indraneelpatil
6mo ago
Apart from just detecting obstacles, we wanted to build a robot which is intelligent enough to take in semantic cues like this is a doorway so I can go through it, or this is a kitchen I can clean it this way and so on
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indraneelpatil
6mo ago
Damn thats very cool! Thanks for sharing! I guess we would only need to detect dust somehow which believe it or not is really hard, the camera isnt great quality but I guess this could work for slightly larger debris?
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indraneelpatil
6mo ago
Thanks! Its probably both, too little train data and insufficient quality. Thats a cool idea, is there any VLM you would suggest? I can think of Gemini maybe? Or any would do?
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indraneelpatil
6mo ago
Yeah agreed 100%, might also need to factor in the cost of the charging dock but the overall thesis is still sound. Do you know any cheap wifi MCU with a little ML accelerator that we can buy off the shelf? The only one we could think of wa
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indraneelpatil
6mo ago
Yeah this would help a lot to collect good trainable data, teleoperating the robot around and collecting large amount of good data is quite hard
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indraneelpatil
6mo ago
200$ is insane, sounds like economies of scale is really working for them
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indraneelpatil
6mo ago
Thank you! We'll check it out! Yeah building a map might be the way to go. With E2E its quite hard to ensure "intelligent" cleaning
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indraneelpatil
6mo ago
Thanks! Our main goal was to build a vacuum which understands semantics inside the house so that it can "clean the kitchen" or "clean the bedroom" so we wanted to do machine learning and since we were doing machine learn
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Show HN: We built a camera only robot vacuum for less than $300 (well almost)
(indraneelpatil.github.io)
109 points
by
indraneelpatil
6mo ago
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56 comments