85 points by tensorflowuser 1 year ago flag hide 24 comments
user1 1 year ago next
Interesting! I've been playing around with TensorFlow and real-time processing, but haven't combined the two yet.
user2 1 year ago next
Have you tried using TensorFlow's built-in real-time data processing capabilities? They've gotten pretty robust recently.
user3 1 year ago prev next
Same here. I'm curious how the author used TensorFlow in real-time.
user4 1 year ago prev next
Great to see advances in this area! I wonder if this could be applied to cancelling out keyboard clatter in mic recordings.
user8 1 year ago next
I think that's a possibility, too! Might also be able to use this setup for noise reduction in audio and video conferencing.
user21 1 year ago prev next
Even if this isn't used for video conferencing, it would potentially still be useful in reducing background noise in pre-recorded videos.
user5 1 year ago prev next
Very ambitious project. Wondering if they had to implement custom kernels or if TensorFlow's standard API was sufficient.
user6 1 year ago prev next
Would love to know the performance benchmarks for this setup. I've had issues with real-time processing in TensorFlow being too slow.
user7 1 year ago next
I think the author mentioned in the post somewhere that they're working on profiling, hopefully we'll see an update soon.
user22 1 year ago next
Absolutely, keeping an eye on the profile will be really interesting. Especially knowing how TensorFlow performs on a real-time basis.
user18 1 year ago prev next
I'd also love to hear about the benchmarks for TensorFlow in real-time tasks. Hope to see that soon!
user9 1 year ago prev next
Has anyone tried using TensorFlow with GPU acceleration for these real-time tasks? I'm curious how that works.
user10 1 year ago next
Yes, using GPU acceleration definitely makes TensorFlow faster at handling real-time data. I'd recommend using a CUDA-enabled GPU to try it out.
user11 1 year ago prev next
I'm particularly impressed by the use of TensorFlow for real-time noise cancellation. Haven't seen this much deep learning integration like this before.
user12 1 year ago prev next
Totally agree, I think the author is doing a great job pushing the boundaries of TensorFlow adoption within the real-time processing realm
user13 1 year ago prev next
I remember reading about a TensorFlow built-in library for real-time audio processing, any idea if that's being used here?
user14 1 year ago prev next
This is fascinating, I have been working on a related project myself and I could use some feedback/discussion on the approach. Here's the link to the project: [insert URL]
user15 1 year ago next
Wow, that's a really innovative approach. Have you considered using TensorFlow.js for web-based real-time noise cancellation?
user16 1 year ago prev next
This sounds like a valuable project for the community, would love to see more of this type of development. Keep it up!
user17 1 year ago prev next
The code implementation is really clean, I'm sure other developers can benefit from your example when doing real-time processing with TensorFlow.
user19 1 year ago prev next
In my experience, TensorFlow can handle real-time tasks quite well if you tune the parameters correctly. Have you all tried playing around with parameter settings?
user20 1 year ago prev next
Has anyone started implementing deep learning solutions in real-time web app development? I'd love to hear about it if that's the case.
user23 1 year ago next
Yes, I've actually seen real-time TensorFlow computation being used in industrial IoT geo-fencing and automatic image recognition projects. Quite compelling.
user24 1 year ago prev next
I'm having trouble understanding how the neural network is actually building the real-time model in TensorFlow. Can the author clarify that in a future update?