BRN Discussion Ongoing

[Diogenese]

I think I can speak for us all when I say I don't understand what all the fuss is about:

aTENNuate: Optimized Real-time Speech Enhancement with Deep SSMs on Raw Audio

We present aTENNuate, a simple deep state-space autoencoder configured for efficient online raw speech enhancement in an end-to-end fashion. The network's performance is primarily evaluated on raw speech denoising, with additional assessments on tasks such as super-resolution and...

arxiv.org

Raw Speech Enhancement with Deep State Space Modeling

Yan Ru Pei, Ritik Shrivastava, FNU Sidharth


We introduced a lightweight deep state-space autoencoder, aTENNuate, that can perform raw audio denoising, superresolution, and de-quantization. Compared to previous works, the key features of this network are: 1) consisting of statespace layers that can be efficiently trained and configured for inference, 2) allowing for real-time inference with low latency, 3) architecturally simple and light in parameters and MACs, 4) capable of processing raw audio waveforms directly without requiring pre/post-processing, and 5) highly competitive with other speech enhancement solutions.

 

[Diogenese]

I ask myself what tension have they set on the share price release valve???

You're gonna need a bigger stock exchange!

 

[Diogenese]

I'm working on the script for an espionage movie starring Robert Redford called:

"Three Days of the Giant Toblerone".

 

[manny100]

https://www.moneymag.com.au/promising-australian-tech-alternatives-as-nvidia-shares-fall

Brainchip gets a nice mention.
Says Brainchip could be positioned as a global leader in next generation AI hardware.
Worth a read.

 

[Space Cadet]

Reckon we can have a bit of creative fun with TENNs.
aTENNuate … not bad

TENNsor

- give your sensors the competitive edge

aTENNsion

- demand the best for your AI solutions

TSEX could do with a little help. There has been a bit of TENNsion here lately.

SC

 

[MDhere]

#tenns | Rudy Pei

🎧 aTENNuate: speech enhancement like never before. In real-time, on raw waveforms, and lightning fast ⚡ Speech enhancement is a very difficult task that requires an incredible amount of domain expertise. There are typically many moving parts and expertly crafted pipelines for processing audio...

www.linkedin.com

aTENNuate: Optimized Real-time Speech Enhancement with Deep SSMs on Raw Audio

We present aTENNuate, a simple deep state-space autoencoder configured for efficient online raw speech enhancement in an end-to-end fashion. The network's performance is primarily evaluated on raw speech denoising, with additional assessments on tasks such as super-resolution and...

arxiv.org

View attachment 68983

View attachment 68985

I agree the denoise capabilityis outstanting. At the agm when they did a demo, i had my hearing aids on and when they played the sentence with the words and noise then they played it with the denoise function i heard every word. Its not if but when. ❤

 

[Pom down under]

Should be a mention for brainchip but not watched it.

 

[MrNick]

Should be a mention for brainchip but not watched it.

Yep, we’re the ‘go to’ outstanding winner, having watched it.

 

[Pom down under]

Yep, we’re the ‘go to’ outstanding winner, having watched it.

Did it mention us?

 

[TheUnfairAdvantage]

Did it mention us?

Akida 1000 was the star hardware used in their study and it passed with flying colours. They did say in the concluding statements that SNN hardware has some limitations but I imagine the current Akida hardware/software was designed to overcome those limitations. lGreat exposure for Akida. Good work Pom.

 

[JB49]

I agree the denoise capabilityis outstanting. At the agm when they did a demo, i had my hearing aids on and when they played the sentence with the works and noise then they played it with the denoise function i heard every word. Its not if but when. ❤

I wonder if it can improve a cochlear implant. If it does, surely they are taking note.

 

[Smoothsailing]

Did it mention us?
At. 35.30 it starts to talk about the advantages of Akida

 

[TheDrooben]

Should be a mention for brainchip but not watched it.

Great find Pom. The Assistant Professor was very impressed with the energy saving and speed to achieve 90% accuracy. Interesting that Missouri University of Science and Technology is not even in our University AI Accelerator program.

Happy as Larry

 

[Quiltman]

As demonstrated on AKIDA 1000

 

[DK6161]

My opinion won’t make a difference to anything
The way I see it is either you invest and enjoy the journey or you don’t.

The way I see it is it’s going to be good if they do well and I hope they do

Every body is saying it’s taking longer than they thought
It’s not just BRN
It’s industry wide

Give it another 4 years at least

You have been saying that for the last 8 years.
At this rate, give it another 12 years at least

 

[Esq.111]

Morning Chippers ,

Good to see the new development , and more articles our tech.

The flywheel is slowly gaining momentum



Regards,
Esq.

 

[JB49]

Few-Shot Transfer Learning for Individualized Braking Intent Detection on Neuromorphic Hardware

Objective: This work explores use of a few-shot transfer learning method to train and implement a convolutional spiking neural network (CSNN) on a BrainChip Akida AKD1000 neuromorphic system-on-chip for developing individual-level, instead of traditionally used group-level, models using...

arxiv.org

2024 study utilising akida 1000 for driver assisted braking system by Nathan Lutes from Missouri University. He has also worked for Boeing for the last 4 years

 

[Pom down under]

Cristian Axenie / Project SPIDER - Team NeurOhm Brainchip Akida

SPIDER - Spiking Perception and processing for Intelligent Detection of pEdestrians on urban Roads

studio.edgeimpulse.com

 

[IloveLamp]

As Nvidia cools, we're looking to Aussie AI

For investors who feel they've missed Nvidia, the question is: Could there be an Australian equivalent primed for a similar meteoric rise?

themarketonline-com-au.cdn.ampproject.org

 

[Smoothsailing]

As Nvidia cools, we're looking to Aussie AI

For investors who feel they've missed Nvidia, the question is: Could there be an Australian equivalent primed for a similar meteoric rise?

themarketonline-com-au.cdn.ampproject.org

View attachment 69025

Brilliant