Top Tweets for #TransCoder
Find neurons (circuit tracing / #mechinterp of 'text reading' obsession) in #CLIP, new approach:
*SKIP*-#Transcoder.
This is looking good!
Replace MLP w/ TCODER -> ~same.
Finds Vision Transformer Layer 12 'text reading' just like SAE.
Hope it holds for <=10 >=17 layers! ๐ค๐ค
#CLIP #ViT #Transcoder train 5k -> train 50k
Final layer cos sim ๐โ
Beginning disentanglement #cat vs. text "cat"๐คโ
ETA train full #ImageNet-1k: 15 days (min if skip val)
ETA ImageNet-21k: ...nvm. Should just throw code on github, hope somebody else trains & shares model.๐
After about a dozen more #fails ๐คฆโโ๏ธ, this #CLIP #vision #transformer #transcoder is promising!๐ค
Expecting #fail, I trained it on 5k images. That's 5 images per ImageNet class ๐ -> virtually nothing. And yet:
cos sim (vs CLIP CLS); #AI 'text opinion' of transcoder vec img embed
Cosines near perfect
Internal structure foregone
Loss is delicate
#loss #haiku #AI #CLIP #transcoder
#CLIP Vision #Transcoder results:
Better, but still muchly entangled concepts.
๐คช- Has features that respond to images with the EXACT same watermark.
๐คช- Has features encoding a country by TEXT LANGUAGE in image.
๐ญ Has overfit / dedicated many neurons to CLIP's text obsession.๐
"Just add it to the MLP out features, they said."
"It'll be explainable, they said". -> #FAIL
#CLIP #vision #transcoder -> adding "maybe cat vector" determined by what is not-cat-vector (e.g. img of just grass -> same pos. dot product? -> don't use).
๐ค: holy oooooooowhatitted
#CLIP #transcoder is a horrifying confusion.๐คฏ
And this is just #AI's #Text #Encoder Transcoder! /o\
Max activation on 'relationship' token, e.g. "a sack is dragged across the floor" -> โก๏ธ "is" โก๏ธ ๐ค
Gradient-based attribution, de-embedding etc. below.
2: spaCy noun-choice ๐๐งต
gm devs , #buildinpublic trend got me too so i build this video-encoder/transcoder using ffmpeg ,multer ,nextjs and expressjs,
github : https://t.co/4LtL4upFDZ
https://t.co/mGZSxOz3jW
PS: Devs use it in their locals - deploying backend rn so you can watch this video #transcoder
HandBrake 1.9.0: A Stellar Update for Video Encoding Enthusiasts #Handbrake #Transcoder #Video #Opensource #Linux #Releases
https://t.co/sTzIkaqDNY
How to Install HandBrake on Your UGREEN NAS
https://t.co/UkA61wI4UR #UGREEN #UGREENNAS #NAS #HandBrake #Portainer #Tools #Tool #Transcoder #ConvertingVideo #selfhost #selfhosted #selfhosting #UGOS #UGOSPRO #mariushosting
YUKUAN TECHNOLOGY - YUK9000
Multi-Channel Encoder Transcoder
#Yukuan #multichannel #encoder #transcoder #realtime #cloud #hybrid #broadcast #nextgen #playout
How to Install HandBrake on Your Synology NAS
https://t.co/F673e0nGEL #Synology #NAS #HandBrake #selfhost #selfhosted #selfhosting #Transcoder #VideoEditing #VideoTools #DSM #DSM7 #DSM72 #DSM721 #DSM722 #mariushosting
Reflecting on day 1 of https://t.co/SPDzksmCQc, it doesn't get much better than this: "We had a great first day with several good leads. In fact, one emailed us before the show was over!"
#contentliveau #IP #transcoder #productionmonitoring #AV1 #JPEGXS #lowlatency #WebRTC
And weโre live!
Looking forward to seeing you all today on Stand No.47 at #contentliveau at Randwick Racecourse, Sydney.
https://t.co/hPw0GlilYx
@philsandberg
#IP #transcoder #productionmonitoring #AV1 #JPEGXS #lowlatency #WebRTC
Thatโs a wrap on @NABShow in New York!
Thank you to all those who came and saw us on the @foracorporation booth.
Next stop #Australia and @philsandberg #ContentLiVE
#NABShowNY #IP #transcoder #productionmonitoring #SOARA #AV1 #JPEGXS #lowlatency #WebRTC
Great meeting up with @postPerspective at @NABShow on the @foracorporation booth 822.
#NABShowNY #IP #transcoder #productionmonitoring #SOARA #AV1 #JPEGXS #lowlatency #WebRTC
The Transcoder module encodes 2D videos into multiple resolutions and frame rates for different devices. ๐๏ธ๐ฑ
๐https://t.co/qiLbXtlzOI
#Transcoder #VideoEncoding
#MetaflixWorld #NFTDROPS #NFTCommunity #NFTs
#ipernity.com #photo club:
- Picture-in-picture (PiPs) now also in lightbox view
- Actions menu change
- Recommendation: #HandBrake #video #transcoder
- Groups for us to promote
- Outside ipernity: #AI-generated image wins a price, but winner refuses it
https://t.co/ModFjUiSYx
Do you want to learn about the potential of GPU's for encoding live video streams?
Book a meeting with us @NABShow to learn more about #Comprimatoโs work on live production and GPU-accelerated video compression - https://t.co/j4fvfqDYcT
#GPU #Transcoder #LiveSports #NABShow
Backplane Systems Technology is pleased to present #Neousys NRU-220S series. Is a one-stop #AI #NVR real-time #inference and video #transcoder powered by #NVIDIA #Jetson AGX Orin. Its fanless design and wide #temperature operation make it ideal for mobile deployment #applications
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