IIT Madras Team Develops New Method to Restore Old, Damaged Photos

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The world remains to be experimenting with and in awe of Deep Nostalgia, an AI-powered approach from on-line household tree service MyHeritage, which provides facial animations to nonetheless portrait pictures. Almost every day, we come throughout small clips on the Internet during which the mentioned expertise has been used to animate nonetheless footage, making a personality smile, nod, blinks, and tilt their head. The expertise, little doubt, is great. While Deep Nostalgia brings life to your pictures, a brand new AI-powered approach, developed below the supervision of Dr. A.N. Rajagopalan, the Sterlite Technologies Chair Professor within the Electrical Engineering division at IIT Madras, helps restore blurred or degraded photos.

His Image Processing and Computer Vision Lab on the institute makes use of the ability of synthetic neural networks to restore photos affected by rain-streaks, raindrops, haze, or movement blur. The crew discovered that it wasn’t straightforward for a single neural community to determine the degraded portion of an image and clear it. Hence, the crew determined the cut up the duty into two phases. First, a community localises the degraded or the blurred half. In the next step then, a subsequent community makes use of the acquired info to restore the picture.

“Our premise is to use the auxiliary task of degradation mask prediction to guide the restoration process. We demonstrate that solving this auxiliary task injects crucial localising ability in network layers. We transfer this ability to the main restoration network using attentive knowledge-distillation and focus on the refinement of degraded regions by exploiting this additional knowledge,” he explains.

The methodology utilized by Dr. Rajagopalan’s crew, detailed in a paper titled ‘Degradation Aware Approach to Image Restoration Using Knowledge Distillation’ on IEEE, appeared to have outperformed different methods beforehand tried to restore previous photos. The crew mentioned it utilised “publicly available datasets” of rain streak, haze, raindrop, and movement blur to check their mannequin.


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