Reviving History: Sree Padmanabha Swamy Temple During 1895 Comes to Life in HD Color with Deep Learning Technology

One of the most amazing things about artificial intelligence is its ability to learn and improve through experience. This is especially true for deep learning, a subset of AI that uses neural networks to analyze and learn from data. Colorization and enhancement of images and videos is one area where deep learning has made significant strides, and it's all thanks to the power of AI.

Colorization involves adding color to grayscale images or videos, while enhancement refers to improving the overall quality of an image or video, such as sharpening or denoising. These tasks were traditionally done manually, requiring a lot of time and effort from professionals. But with the advent of deep learning, these tasks can now be done quickly and accurately.

One of the most popular methods for colorization and enhancement is using deep neural networks, which are trained on large datasets of images and videos. The neural networks learn to recognize patterns and relationships between the grayscale and color or degraded and enhanced versions of the same image. Once the neural network has been trained, it can be used to apply color or enhancement to new images or videos.

Another technique used for colorization is to use reference images, where a neural network is trained to learn the color distribution of similar images. This allows the neural network to predict the colors of the pixels in a grayscale image more accurately.

Deep learning has also made it possible to enhance images and videos in real-time, which is useful for applications such as video conferencing or live streaming. This involves using deep neural networks to remove noise, blur, or other imperfections from an image or video in real-time, producing a clearer and more visually pleasing result.

One of the benefits of using deep learning for colorization and enhancement is that it can be done automatically and at scale. This means that large amounts of images and videos can be colorized or enhanced quickly and with a high degree of accuracy. This also saves professionals a significant amount of time and effort, allowing them to focus on other tasks.

However, there are also some limitations to this technology. For example, if the neural network has not been trained on a specific object or scene, it may not be able to accurately colorize or enhance it. Additionally, the colorization or enhancement process may introduce artifacts or errors into the image or video.

Despite these challenges, deep learning AI has revolutionized the way we approach colorization and enhancement of images and videos. It has made it easier and more accessible for professionals to produce high-quality images and videos, while also offering new possibilities for real-time applications. As deep learning technology continues to improve, we can expect to see even more exciting developments in this area.

Colorization and enhancing is done by deep learning AI.

Original

After colorization

Source Credits:

Photograph of the gopura of the Sree Padmanabha Swamy Temple at Trivandrum, taken by Zachariah D’Cruz in the 1890s from the ‘Album of South Indian Views’ of the Curzon Collection.

Reliving History: Nehru's 1958 Visit to Thiruvananthapuram in Stunning 4K Color Restoration with Deep Learning AI

This is my first attempt of video restoration with deep learning AI models.

Color restoration using deep learning AI is an exciting and innovative technology that can bring old black and white photographs and videos to life. By using artificial intelligence algorithms, it is possible to add color to historic images and videos with incredible accuracy and detail, providing a new and captivating way to relive the past.

One fascinating example of the power of deep learning AI color restoration is the restoration of old footage of Jawaharlal Nehru's visit to Thiruvananthapuram in 1958. The original footage was in black and white, but with the help of deep learning AI, it has been colorized to stunning effect, providing a vivid and immersive experience of this historic event.

The process of color restoration using deep learning AI involves training a neural network on a vast dataset of images and videos to recognize and replicate the colors that would have been present in the original scene. This involves teaching the network to recognize patterns and textures, as well as to understand the relationships between different colors in the image.

Once the neural network has been trained, it can be used to colorize new images and videos with remarkable accuracy. The technology can be used to add color to everything from historic photographs and film footage to more recent digital media, providing a new and engaging way to experience the past.

Color restoration using deep learning AI is not without its challenges, however. The technology requires access to high-quality source material, as well as careful calibration to ensure that the colors are accurately replicated. It also requires significant computational resources to process large datasets and produce high-quality results.

Despite these challenges, the potential benefits of color restoration using deep learning AI are enormous. By bringing historic images and videos to life in full color, this technology offers a new and immersive way to experience the past, enabling us to connect with history in a more immediate and engaging way than ever before.

Processing done

• Denoising/Deinterlacing/Restoration with fewer motion artifacts and video detail recovery using AI Enhanced models.
• Colorization using deep learning AI models.
• 4K 60fps conversion.

Input: 640×360/672×504 @ 25fps in B/W

Output: 3140×2160 @ 60fps in Color

You can view original source videos from here:

And

https://www.britishpathe.com/video/VLVACT3MUL8FNYRS3E8VQLKBB3S89-INDIA-NEHRU-VISITS-KERALA/query/VISIT

Behind the video,
For the first time since the Communist assumption of power in the state of Kerala, India, the Prime Minister of India, Mr. Jawaharlal Nehru has paid an official state visit.

His first point of call was at Trivandrum, the capital where he was met by the Governor of the State, Mr Ramakrishna Rao (wearing the cap) and the Communist Chief Minister Mr. E.M.S. Nambudripad. The Governor garlanded Mr. Nehru as he stepped down from the plane, and shook hands. Then flowers and Arti (candle lights) were offered in Kerala traditional, fashion, and 68 pigeons were released to follow the one Mr. Nehru released, the whole to symbolize Mr. Nehru’s 69 years of peaceful life.

On the way into the town shouting crowds lined the route ‘Nehru Zindabad’ they called – Long Live Nehru – Later Mr. Nehru inaugurated the Mahatma Gandhi College in Trivandrum.

Here is the final rendering,