#ŚLUZOWIEC Physarum - ciekawostka przyrodnicza i inspiracja dla informatyków.
https://www.youtube.com/watch?v=tOOZW65Ig94

It's official, guys!
https://redd.it/z2o96v
@r_linuxmemes

Story of my life🥺💔🥲
https://redd.it/z2rcup
@r_linuxmemes

Rare footage
https://redd.it/z44mkh
@r_linuxmemes

R Wavelet Feature Maps Compression for Image-to-Image CNNs

Our NeurIPS 2022 paper "Wavelet Feature Maps Compression for Image-to-Image CNNs" is now available.


In this paper, we propose a novel approach to compress CNNs using a modified wavelet compression technique.


Abstract:

>Convolutional Neural Networks (CNNs) are known for requiring extensive computational resources, and quantization is among the best and most common methods for compressing them. While aggressive quantization (i.e., less than 4-bits) performs well for classification, it may cause severe performance degradation in image-to-image tasks such as semantic segmentation and depth estimation. In this paper, we propose Wavelet Compressed Convolution (WCC) -- a novel approach for high-resolution activation maps compression integrated with point-wise convolutions, which are the main computational cost of modern architectures. To this end, we use an efficient and hardware-friendly Haar-wavelet transform, known for its effectiveness in image compression, and define the convolution on the compressed activation map. We experiment with various tasks that benefit from high-resolution input. By combining WCC with light quantization, we achieve compression rates equivalent to 1-4bit activation quantization with relatively small and much more graceful degradation in performance.

​

Paper: [https://arxiv.org/abs/2205.12268](https://arxiv.org/abs/2205.12268)
Code: https://github.com/BGUCompSci/WaveletCompressedConvolution/

​

Cityscapes semantic segmentation with different compressions.

​

KITTI depth prediction with different compressions.

https://redd.it/y22rk0
@artificialintelligence24x7

Czas pożegnać AMD i Intela. Pecety zaczną przechodzić na ARM
https://antyweb.pl/pecety-zaczna-przechodzic-na-arm

Title
https://redd.it/z5qa5o
@r_linuxmemes

Linux Chads use ffmpeg for video editing V2

https://redd.it/z68xmz
@r_linuxmemes

snap
https://redd.it/z6py4c
@r_linuxmemes

Percentage of machines that experienced cyberattacks in Europe (Jan-Oct 2019)
https://redd.it/z7j85e
@r_mapporn

[other] Want to be a web developer? You have to test your site on all these devices
https://redd.it/y6zreq

by @programmer_humor

The truth about Mac, Windows and Linux
https://redd.it/z8opny
@r_linuxmemes

funny meme
https://redd.it/zbqa73
@memes_Evangelion

🟡 W Sii Polska kilka dni temu wybuchła afera na skutek zwolnienia pracownika z Łodzi, który założył związek zawodowy.

🟣 Tak się składa, że Łukasz Burzyński jest pracownikiem Sii Polska we Wrocławiu, dlatego postanowiliśmy zrobić podcast o tym czy związki zawodowe są tam i ogólnie na rynku IT potrzebne.

Zapraszamy do wysłuchania specjalnego odcinka Technicznie rzecz biorąc ⤵️
https://www.noweksztalty.pl/technicznie-rzecz-biorac-po-co-zwiazki-zawodowe-na-rynku-it/

Ktoś doradzi myszkę do 150 zł?

Kup se jakiegos bloodiego. W tej cenie chyba najlepsze sa.

Ale jak masz troche wiecej to polecam Logitecha G502 hero

Starlink coverage in Antarctica!