Distributed Newton-Type Methods with Communication Compression and Bernoulli Aggregation
SC2 Benchmark: Supervised Compression for Split Computing
Yoshitomo Matsubara, Ruihan Yang, Marco Levorato, Stephan Mandt
Action editor: Yanwei Fu.
#benchmark #Compression #compressed
SLAC National Accelerator Laboratory - Experiments shed light on pressure-driven ionization in giant planets and stars:
https://phys.org/news/2023-05-pressure-driven-ionization-giant-planets-stars.html
#SLAC #NIF #LLNL #Fusion #LASER #XRay #Pressure #Compression #KShell #Delocalization #Beryllium #Electron #Transition #Ionization #Astrophysics #Physics
#slac #NIF #LLNL #Fusion #laser #xray #pressure #Compression #KShell #Delocalization #Beryllium #electron #Transition #Ionization #astrophysics #physics
Exploiting Latent Properties to Optimize Neural Codecs
#codecs #decoding #Compression
High Fidelity Neural Audio Compression
Image Compression with Product Quantized Masked Image Modeling
Alaaeldin El-Nouby, Matthew J. Muckley, Karen Ullrich, Ivan Laptev, Jakob Verbeek, Herve Jegou
#quantization #quantizer #Compression
Instance-Adaptive Video Compression: Improving Neural Codecs by Training on the Test Set
New post on the ISPGroup website, by Benoit Brummer and Christophe De Vleeschouwer, UCLouvain, on "On the Importance of Denoising When Learning to Compress Images". #Image #Compression
#Denoising #DeepLearning
https://ispgroup.gitlab.io/research/on-the-importance-of-denoising-when-learning-to-compress-images/
#image #Compression #denoising #deeplearning
Bounding generalization error with input compression: An empirical study with infinite-width netw...
Angus Galloway, Anna Golubeva, Mahmoud Salem, Mihai Nica, Yani Ioannou, Graham W. Taylor
#Compression #generalization #deep
Meta-Learning Sparse Compression Networks
Jonathan Schwarz, Yee Whye Teh
#Compression #sparse #representations
#Introduction The Image and Signal Processing Group (UCLouvain, ICTEAM, Belgium) is active in theories, models, techniques, codes, datasets, and codecs related to signal and image processing, for intance in #SignalAcquisition, #Compression and #Streaming; #MachineLearning and #DeepLearning for #ComputerVision; #ObjectTracking; #DataRetrieval; #Biomedical #SignalProcessing and #Medical #ImageProcessing; and #CompressiveSensing #InverseProblem, #ComputationalImaging
#Introduction #signalacquisition #Compression #Streaming #machinelearning #deeplearning #computervision #objecttracking #dataretrieval #biomedical #SignalProcessing #medical #imageprocessing #CompressiveSensing #inverseproblem #computationalimaging
#Introduction The Image and Signal Processing Group of UCLouvain, ICTEAM, Belgium, is active in theories, models, techniques, codes, datasets, and codecs related to signal and image processing in a broad sense. Its researchers work on #SignalAcquisition, #Compression and #Streaming; #MachineLearning and #DeepLearning for #ComputerVision; #ObjectTracking; #DataRetrieval; #Biomedical #SignalProcessing and #Medical #ImageProcessing; and #CompressiveSensing #InverseProblem, #ComputationalImaging
#Introduction #signalacquisition #Compression #Streaming #machinelearning #deeplearning #computervision #objecttracking #dataretrieval #biomedical #SignalProcessing #medical #imageprocessing #CompressiveSensing #inverseproblem #computationalimaging
Image Compression with Product Quantized Masked Image Modeling
#quantization #quantizer #Compression
Scotty Kilmer - Stop Buying This #Fuel Right Now (The History of the #Diesel #Engine):
https://www.youtube.com/watch?v=zK7FXRq0RVs
#GlowPlug #RudolfDiesel #SwirlChamber #DirectInjection #Torque #Compression #Octane #TopTier #TopTierFuel #Ethanol #E85 #MotorOil #AutomotiveEngineering #SavageScotty
#SavageScotty #AutomotiveEngineering #MotorOil #E85 #ethanol #TopTierFuel #TopTier #Octane #Compression #Torque #DirectInjection #SwirlChamber #RudolfDiesel #GlowPlug #engine #diesel #fuel
I need to #compress a lot of #logfile's, so, again, tested #pbzip2 #lbzip2 #lzip #xz #pixz #pigz and #zstd.
The current winner for time/size race was "lzip -7" (which is same as plzip -7, uses all threads available). #Compression rate slightly below pixz but it's hugely faster (also has better fileformat 😉).
May have been some zstd only if it would be simple to figure out the right combo of 22 options.
#compress #logfile #pbzip2 #lbzip2 #lzip #xz #pixz #pigz #zstd #Compression