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ICEYE Free Dataset

This data is collected by the world’s largest SAR satellite constellation. Ready to take a dive in the data? You can use it in research, and get an understanding of what radar satellite data can offer you. Download your free dataset (instant access): https://hubs.ly/Q0168WYZ0 Reference: https://twitter.com/iceyefi/status/1504369483913256962 Downloaded file: ICEYE_Strip_Example_SAR_Dataset_Singapore_Strait_12_2021.zip (size: 2.74 GB) ICEYE also offers … Continue reading ICEYE Free Dataset

Probabilistic Machine Learning Book

Probabilistic Machine Learning: An Introduction Referensi “Probabilistic Machine Learning” a book Series by Kevin Murphy Book 0: “Machine Learning: A Probabilistic Perspective” (2012) https://probml.github.io/pml-book/book0.html Book 1: “Probabilistic Machine Learning: An Introduction” (2022) https://probml.github.io/pml-book/book1.html Book 2: “Probabilistic Machine Learning: Advanced Topics” (2023) https://probml.github.io/pml-book/book2.html https://twitter.com/sirbayes/status/1500603941007998979/photo/1

Incorrect Labels in Global Wheat Head Dataset 2021

There are several incorrect labels in Global Wheat Head Dataset 2021. Some images are annotated in their original size. After that, the images are resized to final size (1024×1024 pixels). As the result, the bounding boxes are a little bit off. Here is the list of affected images Image Label Reason 0af5c1bc753619e4f5d504e5424d056af22954f04d50cd0d4a21682cfdd9a4dc.png Image file resized … Continue reading Incorrect Labels in Global Wheat Head Dataset 2021

Global Wheat Head Dataset 2021 Released

I believe that the entire dataset (including bounding box for test images) is released here: https://zenodo.org/record/5092309 1 This dataset is mentioned in the new paper “Global Wheat Head Dataset 2021 1” , in the “Code & Data Section” I did a quick look, and I found that image filenames are changed. Top image: from AIcrowd … Continue reading Global Wheat Head Dataset 2021 Released

Wheat Head Detection Resources

AICrowd Global Wheat Challenge 2021 Solutions AICrowd: Global Wheat Challenge 2021 solutions: 1st: randomTeamName https://github.com/ksnxr/GWC_solution 2nd: david_jeon https://drive.google.com/file/d/1YwntL8wod3ySOhLDT-SelU-EKYaGnCtc/view 3rd SMART https://www.swisstransfer.com/d/d19e2ddb-8fe3-47b8-943a-b6bfccfa623b (inactive) Kaggle Global WHeat Detection 2020 Solution Kaggle Global Wheat Detection 2020 1st place solution https://www.kaggle.com/c/global-wheat-detection/discussion/172418 Summary Custom mosaic data augmentation MixUp Heavy augmentation Data cleaning EfficientDet Faster RCNN FPN Ensemble multi-scale model: Weighted-Boxes-Fusion, … Continue reading Wheat Head Detection Resources

Installing CUDA Driver for Nvidia Cards in Ubuntu 20.04

Install CUDA driver for Nvidia cards in Ubuntu 20.04 Download CUDA driver from here:https://developer.nvidia.com/cuda-downloads Choose operating system (Linux), architecture (x86_64), distribution (Ubuntu), Version (20.04), Installer type (deb (local)). https://developer.nvidia.com/cuda-downloads?target_os=Linux&target_arch=x86_64&target_distro=Ubuntu&target_version=2004&target_type=deblocal Execute the following instructions: wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-ubuntu2004.pinnsudo mv cuda-ubuntu2004.pin /etc/apt/preferences.d/cuda-repository-pin-600wget https://developer.download.nvidia.com/compute/cuda/11.2.2/local_installers/cuda-repo-ubuntu2004-11-2-local_11.2.2-460.32.03-1_amd64.debsudo dpkg -i cuda-repo-ubuntu2004-11-2-local_11.2.2-460.32.03-1_amd64.debsudo apt-key add /var/cuda-repo-ubuntu2004-11-2-local/7fa2af80.pubsudo apt-get updatesudo apt-get -y install cuda

Embedded Digital Control with Microcontrollers

Cem Unsalan, Duygun E. Barkana, H. Deniz Gurhan Embedded Digital Control with Microcontrollers: Implementation with C and Python (Wiley – IEEE) About the Author Cem Ünsalan, PhD, has over 20 years of experience working on signal processing and embedded systems. He received his doctorate from Ohio State University in 2003. He has published 23 papers in scientific … Continue reading Embedded Digital Control with Microcontrollers

Installing CUDA driver for NVIDIA GPU in Ubuntu 20.04

First download CUDA driver from here: https://developer.nvidia.com/cuda-downloads Choose operating system (Linux), architecture (x86_64), distribution (Ubuntu), Version (20.04), Installer type (deb (local)). https://developer.nvidia.com/cuda-downloads?target_os=Linux&target_arch=x86_64&target_distro=Ubuntu&target_version=2004&target_type=deblocal Then follow the instruction: wget https://developer.download.nvidia.com/compute/cuda/repos/ubuntu2004/x86_64/cuda-ubuntu2004.pinsudo mv cuda-ubuntu2004.pin /etc/apt/preferences.d/cuda-repository-pin-600wget https://developer.download.nvidia.com/compute/cuda/11.2.2/local_installers/cuda-repo-ubuntu2004-11-2-local_11.2.2-460.32.03-1_amd64.debsudo dpkg -i cuda-repo-ubuntu2004-11-2-local_11.2.2-460.32.03-1_amd64.debsudo apt-key add /var/cuda-repo-ubuntu2004-11-2-local/7fa2af80.pubsudo apt-get updatesudo apt-get -y install cuda

Redmine Installation Problems in Ubuntu 18.04.03

Problems encountered while installing Redmine 3.4.4 in Ubuntu 18.04.03 PROBLEM #1 Cannot Build SQLite3 # gem update Updating installed gems Updating sqlite3 Building native extensions. This could take a while… ERROR: Error installing sqlite3: ERROR: Failed to build gem native extension. current directory: /var/lib/gems/2.5.0/gems/sqlite3-1.4.1/ext/sqlite3 /usr/bin/ruby2.5 -r ./siteconf20190813-10918-113tafq.rb extconf.rb checking for sqlite3.h… no sqlite3.h is missing. … Continue reading Redmine Installation Problems in Ubuntu 18.04.03