My Bookmarks

Tutorial

Check versions of Tensorflow+Keras

https://docs.floydhub.com/guides/environments/ https://docs.floydhub.com/guides/tensorflow/#tensorflow-15

Check GPU available

https://intellipaat.com/community/33459/how-to-tell-if-tensorflow-is-using-gpu-acceleration-from-inside-python-shell

Conda Cheat Sheet

https://docs.conda.io/projects/conda/en/4.6.0/_downloads/52a95608c49671267e40c689e0bc00ca/conda-cheatsheet.pdf

เรียนรู้การทำ Image Segmentation กับงานด้านแฟชั่น

https://www.kaggle.com/pednoi/image-segmentation

Mask R-CNN Ship Detection Minimum Viable Model - 1

https://www.kaggle.com/samlin001/mask-r-cnn-ship-detection-minimum-viable-model-1

การ train Mask-RCNN model ด้วย data ของตัวเอง

https://medium.com/@narumitkitiweth_67098/%E0%B8%81%E0%B8%B2%E0%B8%A3train-mask-rcnn-model-%E0%B8%94%E0%B9%89%E0%B8%A7%E0%B8%A2-data-%E0%B8%82%E0%B8%AD%E0%B8%87%E0%B8%95%E0%B8%B1%E0%B8%A7%E0%B9%80%E0%B8%AD%E0%B8%87-e775d3163ecc

A guide to GPU-accelerated ship recognition in satellite imagery using Keras and R (part I)

https://appsilon.com/ship-recognition-in-satellite-imagery-part-i/

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Dataset

SeaShips Dataset

http://www.lmars.whu.edu.cn/prof_web/shaozhenfeng/E-publication.html

SeaShips: A Large-Scale Precisely Annotated Dataset for Ship Detection

Singapore Maritime Dataset (SMD)

https://sites.google.com/site/dilipprasad/home/singapore-maritime-dataset

Video Processing from Electro-optical Sensors for Object Detection and Tracking in Maritime Environment: A Survey

CVonline: Image Databases

http://homepages.inf.ed.ac.uk/rbf/CVonline/Imagedbase.htm#surveillance

VAIS

https://chriskanan.com/datasets/

VAIS: A Dataset for Recognizing Maritime Imagery in the Visible and Infrared Spectrums

MARVEL Dataset 

https://github.com/avaapm/marveldataset2016

MARVEL: A Large-Scale Image Dataset for Maritime Vessels

FGSD (Please contact)

FGSD: A Dataset for Fine-Grained Ship Detection in High Resolution Satellite Images

Ship Clip (Please contact)

Video-Based Detection Infrastructure Enhancement for Automated Ship Recognition and Behavior Analysis

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Tips

• เส้นขอบฟ้า 14 - 16 กม.
• เวลาติดตั้ง package ใน conda จะตั้งตั้งแบบ conda หรือ pip ก็ต้องถอนแบบนั้น

FastAI

• https://www.reddit.com/r/computervision/comments/im10vy/how_to_train_resnet34_in_fastai_v2_and_pytorch/
• https://analyticsindiamag.com/fastai-with-tpu-in-pytorch-for-multiclass-image-classification/
• https://towardsdatascience.com/flower-classification-with-convolutional-neural-networks-b97130329e5f
• https://medium.com/analytics-vidhya/building-a-flower-classifier-using-fast-ai-a815f9b25a04
• https://www.kaggle.com/sominwadhwa/flower-recognition-fastai-94-accuracy
• https://www.bualabs.com/archives/469/how-to-deep-learning-pets-cats-dogs-image-classification-with-fastai-v1-ep-1/
• https://blog.roboflow.com/custom-resnet34-classification-model/

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