Chat Images To Textual Conversation

So I am here again with part two for Chat Images to Textual Conversation. If you have not read about part 1 yet, I definitely recommend reading it on below link:

Problem and Exploration

This blog specifically addresses one main problem that was not addressed in part 1 — “Emoji Detection and Recognition in Chat Images”.

This was just an open ended problem for us, so Akshat Sharma and I tried several different approaches. Apparently it seemed like Object Detection and Recognition problem, so we wanted to detect emojis first and then classify them into one of several categories. We researched several approaches for this type of problem and found that people generally use Convolutional Neural Networks (CNNs). Again in this domain, there was a vast range of choices we could use from. This paper entitled “Object Detection with Deep Learning: A Review” gives a good review of the approaches starting from Region based Convolutional Neural Networks RCNNs to You Look Only Once (YOLO) that can be specifically used for object detection and recognition. Going through several blogs and research results we came to conclusion that Faster-RCNN is the most accurate. While YOLO and Single Shot Detector are fast enough, there are several mentions that they are not good for small object detection as mentioned in these blogs: (1, 2 ) citing several research papers.

#image-processing #machine-learning #chat-image-to-text #computer-vision #emoji-detection #deep learning

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Buddha Community

Chat Images To Textual Conversation

So I am here again with part two for Chat Images to Textual Conversation. If you have not read about part 1 yet, I definitely recommend reading it on below link:

Problem and Exploration

This blog specifically addresses one main problem that was not addressed in part 1 — “Emoji Detection and Recognition in Chat Images”.

This was just an open ended problem for us, so Akshat Sharma and I tried several different approaches. Apparently it seemed like Object Detection and Recognition problem, so we wanted to detect emojis first and then classify them into one of several categories. We researched several approaches for this type of problem and found that people generally use Convolutional Neural Networks (CNNs). Again in this domain, there was a vast range of choices we could use from. This paper entitled “Object Detection with Deep Learning: A Review” gives a good review of the approaches starting from Region based Convolutional Neural Networks RCNNs to You Look Only Once (YOLO) that can be specifically used for object detection and recognition. Going through several blogs and research results we came to conclusion that Faster-RCNN is the most accurate. While YOLO and Single Shot Detector are fast enough, there are several mentions that they are not good for small object detection as mentioned in these blogs: (1, 2 ) citing several research papers.

#image-processing #machine-learning #chat-image-to-text #computer-vision #emoji-detection #deep learning

Laravel 7/6 Image Validation

In this image validation in laravel 7/6, i will share with you how validate image and image file mime type like like jpeg, png, bmp, gif, svg, or webp before uploading image into database and server folder in laravel app.

https://www.tutsmake.com/image-validation-in-laravel/

#laravel image validation #image validation in laravel 7 #laravel image size validation #laravel image upload #laravel image validation max #laravel 6 image validation

how to integrate CKEditor in Django

how to integrate CKEditor in Django

Welcome to my Blog, in this article we learn about how to integrate CKEditor in Django and inside this, we enable the image upload button to add an image in the blog from local. When I add a CKEditor first time in my project then it was very difficult for me but now I can easily implement it in my project so you can learn and implement CKEditor in your project easily.

how to integrate CKEditor in Django

#django #add image upload in ckeditor #add image upload option ckeditor #ckeditor image upload #ckeditor image upload from local #how to add ckeditor in django #how to add image upload plugin in ckeditor #how to install ckeditor in django #how to integrate ckeditor in django #image upload in ckeditor #image upload option in ckeditor

Laravel 7/6 Image Upload Example Tutorial

Laravel image upload example tutorial. Here, i will show you how to upload image in laravel 7/6 with preview and validation.

Before store image into db and folder, you can validate uploaded image by using laravel validation rules. as well as you can show preview of uploaded image in laravel.

Image Upload In Laravel 7/6 with Validation

Image upload in laravel 7/6 with preview and validation. And storage image into folder and MySQL database by using the below steps:

Install Laravel Fresh App
Setup Database Details
Generate Image Migration & Model
Create Image Upload Route
Create Image Controller
Create Image Upload and Preview Blade View
Start Development Server

https://www.tutsmake.com/laravel-7-6-image-upload-with-preview-validation-tutorial/

#laravel 7 image upload example #laravel upload image to database #how to insert image into database in laravel #laravel upload image to storage #laravel image upload tutorial #image upload in laravel 7/6

Preprocessing your images for machine learning (image recognition)

During my studies at JKU there was a task for preprocessing images for a machine learning project. It is necessary to clean the raw images before using them in a learning algorithm, so thats why we create a pre-processing function. I think it can be quite useful for others as well so I want to share a bit of my approach. The file is structured in a way that it is easy to understand and also should have a tutorial-like effect.

#image-recognition #image #image-classification #machine-learning #image-processing