Python scripts and GIMP plugins for restoring the color of scans of old faded photographs.

:eyes: DeepSeeNet is a deep learning framework for classifying patient-based age-related macular degeneration severity in retinal color fundus photographs.

Measuring Perceptual Color Differences of Smartphone Photographs

Code to generate retinal pigmentation scores from color fundus photographs datasets

AI system to segment and measure periorbital features from color photographs

Set of tools to work with scans of early color photographs taken using additive color screen processes

Federated Learning Optic Disc and Cup Segmentation Model for Glaucoma Monitoring in Color Fundus Photographs(CFPs)

Ocular Disease Intelligent Recognition (ODIR) is a structured ophthalmic database of 5,000 patients with age, color fundus photographs from left and right eyes and doctors' diagnostic keywords from doctors.

The project operates on real-­‐time video and performs some kind of image processing. Mainly, it bolds the edges, and changes the color components in each frame. It smoothens each frame and makes it brighter and blurred. Overall, it modifies the image to make it look like a painting rather than a normal photograph. An interesting challenge involved in this case is to provide processed frames on-­‐the-­‐fly from a real-­‐time video feed. The output is displayed on the monitor through VGA.

Ocular Disease dataset is a structured ophthalmic database of 5,000 patients with age, color fundus photographs from left and right eyes.

Code for finetuning BE DINORET, DINORET, DINOv2 and RETFOUND for color fundus photographs (CFPs)

Source code for the paper "Automated Detection of Peripheral Artery Disease From High Resolution Color Fundus Photographs" by Mueller, S et al.

The Serene Doon Valley In the northern part of India lies a picturesque city called Dehradun with it's enchanting environs and salubrious weather the city is an epitome of beauty. It is idyllically located in the Garhwal region which is bestowed with natural abundance. The city is located 236 kilometers north of India's capital New Delhi. Being located on the foothills of the Himalayas the city holds a large number of inhabitants of Garhwal region who migrated to Dehradun in search of jobs, education and for a better standard of living. One can find the richness of Garhwali, Kumauni, Nepali, Jaunsari and various other cultures which are bonded with a thread of love by this city. In the past few years Dehradun has emerged as a major tourist hub as it is located close to some of the popular tourist destinations such as "The Queen of Hills" Mussoorie, "The Gateway to the Garhwal Himalayas" Rishikesh and the pious city of Haridwar. Dehradun which is also nicked named as Doon Valley became the capital of Uttarakhand state in 2000 which lead to rapid development of the city. Earlier the city which was far away from modernization, now proudly showcases its towering buildings, great infrastructure and prestigious institutions. Dehradun is also progressing as a major IT sector and its roots are also spreading in the field of publishing. Dehradun is a home to renowned educational institutions and government departments of India such as Indian Military Academy, the Ordnance Factory Dehradun, Survey of India, Wildlife Institute of India, Forest Research Institute, Wadia Institute of Himalayan Geology, Oil and Gas Corporation, University of Petroleum and Energy Studies and many more. Major attractions of Doon Valley -: Doon Valley is blessed with quintessence of nature and has various scenic spots which are visited by tourists all over the world. The famous tourists attractions have been mentioned below -: 1) Lachhiwala - Lachhiwala is an ideal picnic spot to head in summers which is located at a distance of 17 kilometers from Dehradun city on Haridwar-Rishikesh road. The place is surrounded by verdant forests; far away from the hustle and bustle of the cities. One can feel rejuvenated at the man-made pool which is safe for everybody. The lavish environs of Lachhiwala offer recreational activities like bird watching and trekking. The picnic spot enjoys the attention of a large number of tourists who visit this place frequently. One can take accommodation in the Forest Rest House which offers comfort as well as luxury to its guests. The best time to visit Lachhiwala is during summers. 2) Buddha Temple or Mind Rolling Monastery - Buddha temple or Mind Rolling Monastery is one of the most visited places in Dehradun. The monastery was built in 1965 to promote religious and cultural teachings of Buddhism. It is located at Clement Town which proudly displays 103 feet tall statue of Lord Buddha. The aesthetically designed temple showcases skillful Japanese architecture. The intricate wall paintings, marvelous architecture, sculpted idols and the lively paintings which depicts the life cycle of Lord Buddha are the major attraction of this place. These paintings were painted in pure gold color by 50 skillful artists. Three years of hard work and dedication lead to the outcome of these lively and charming paintings. One can have an enchanting view of the lustrous Doon Valley from the terrace area and feel the fresh breeze gently touching your cheeks. Visitors can also enjoy shopping at the tiny shops which are present in the temple complex. Few eateries are also available inside the temple complex to savor your jaded palates. It’s a place which can be visited all around the year and even better if you carry a camera along with you. 3) Robbers Cave – Robbers Cave is one of the best places to explore in Dehradun. This place was named Robbers Cave by the Britishers as robbers used to take refuge in these caves after robbing. The place is also referred as Gucchu Pani which is located at Anarwala village about 8 kilometers from Dehradun city. Many people come here to explore the unusual cold springs. You can have fun here while splashing cold water on your friends on a sultry afternoon. When you go inside the cave it’s like a quest, people fold their trousers and roll up their sleeves to avoid getting wet yet nobody escapes from the splash of water. One should avoid visiting this place in monsoon season and it’s better if you carry an extra pair of clothing and some food. 4) Asan Barrage - Asan Barrage is located near Dhalipur village which lies at the confluence of two rivers namely Asan and Yamuna. One can spot a large number of migratory birds and threatened bird species which have been listed in the Red Data Book. The barrage is 287.5 meters long and the river bed is 389.0 meters above sea level. The minimum water level is recorded as 402.4 meters above sea level and maximum being 403.3 meters above sea level. If you are a nature lover this place will be a treat to your eyes. The tranquil winds, the lush green surroundings and the melodious voice of the playful birds will make your heart skip a beat. The best time to visit this place is in the month of October and November and in late February and March. This place is truly a bird watchers paradise with birds such as ruddy shellduck, mallard coot, cormorant, egrets, wagtails, pond heron, pallas’s fish eagle, marsh harrier, greater spotted eagle, osprey and steppe eagle visit this area. If you are searching for peace and tranquility in the lap of nature this place will help you to do so. 5) Forest Research Institute - Forest Research Institute was established in the year 1906 which displays authentic Greek Roman infrastructure by C.G Bloomfield in 1929. One cannot marvel but admire the colonial style architecture which is a National Heritage. The Forest Research Institute sprawls over 2,000 acres of lavish vistas and lush green fields which have been well maintained. Many visitors like to have a walk through the trails, take photographs of the museum and some people come here for solitude and mental peace. There are six museums in FRI which are based on social forestry, pathology, silviculture, timber, non-wood forest products and entomology. You will be asked to pay an entry fees of Rs. 10/- and guide services will be available at Rs. 50/-. The timings to visit the museum are from 9:00 am to 5:30 am. The museum is closed on gazette holidays. You can visit this place in any month but don’t forget to carry a camera along with you as the well manicured gardens and the picturesque landscape around the institute will allure you to click some photographs. 6) Clock Tower – Clock Tower which is a prominent landmark of the city is also known as Ghanta Ghar by the local residents. Ghanta which means ‘bell’ and ‘ghar’ means home in Hindi. The Clock Tower is encircled by various commercial centres such as Grand Post Office, shops, eateries, shopping complex, Paltan Market and Indira Market. The Clock Tower has been standing tall much before Independence. Many people come here for shopping spree as it is close to the local market area. The place also notices political gatherings and campaigns from time to time as the political groups are able to gather attention of the public who visit the market area.

real estate photograph exposure fusion, automatic color balance and contrast enhancement

AI image restoration toolkit — upscale, sharpen, color-correct, and remove artifacts from scanned vintage film photographs

This repository contains data published in Lafer-Sousa, R., & Conway, B. R. (2017). #thedress: Categorical perception of an ambiguous color image. Journal of Vision; Lafer-Sousa, R., Hermann, K., L., & Conway, R., B. (2015). Striking Individual Differences in Color Perception Uncovered by 'the Dress' Photograph. Current Biology 25, R1–R2

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coms4995 gray photograph colorization

This repository develops a GAN to generate CIFAR10 small color photographs.

Black-and-white photograph colorizer based on Zhang et al. (2016) (arXiv:1603.08511)

The color palette consists of five colors selected from photographs of Japanese landscapes and foods.

Data and code that investigate the reliability of color data extracted from citizen science photographs

Experimenting with AR.js to overlay colorized photographs from America's B&W Great Depression history.

Code and report to colorize the photographs of the early 20th century Russian empire taken by Sergei Mikhailovich Prokudin-Gorskii

Generate a color palette from a picture based on the most signifiant colors. Intended purpose: Album covers, wallpapers, and photographs.

A machine learning model for the early detection of glaucoma from color fundus photographs (CFPs), aiming to mitigate one of the leading causes of irreversible blindness

Create composite sediment core image from a series of overlapping photos by matching equivalent features between image pairs. Automatically straightens photographs and Includes options for color and tilt correction

machine learning with deep Convolutional Neural Network (CNN), it is possible to use color fundus photographs as the medical data resources, to develop an CNN method for the early diagnosis of DR

http://simongriffee.com/ publishing system. Photographs are © Simon Griffee. All rights reserved. Feel free to use the code, based on Jekyll, but please change the visual design (typography, color, etc) to make it your own.

Image Colorization is an interesting gan project to work on. We all have some old photographs and reels which were shot in the times when colored filmography was a talk of the future. Wouldn’t it be amazing if you can colorize those black and white images bringing them back to life? This repository talks about that!