Deep Learning Image Restoration I built a deep learning pipeline for restoring synthetic aperture...

Deep Learning Image Restoration I built a deep learning pipeline for restoring synthetic aperture...Deep Learning Image Restoration I built a deep learning pipeline for restoring synthetic aperture...

The network for creativity

Join 1.25M professional creatives like you

Connect with clients, get discovered, and run your business 100% commission-free

Creatives on Contra have earned over $150M and we are just getting started

Back to feedPost

Omar Nayyar

• Sep 7

Deep Learning Image Restoration

I built a deep learning pipeline for restoring synthetic aperture radar imagery.

The project covered dataset preparation, training and validating a U-Net model, comparing image quality using PSNR and SSIM, and building a simple demo to visually inspect model outputs.

Work included:

Python · PyTorch · deep learning · image processing · dataset preparation · model evaluation

Completed work

Machine Learning Engineering PyTorch AI Development Data Science OpenCV Python

Praveen N

pro

• Sep 16

AI-Directed Porsche 911 GT3 R Film

A cinematic automotive experiment created without a camera, physical car, studio, or production crew.

The goal was to explore how far AI + art direction could go in creating a premium automotive design film.

The Approach

Rather than asking AI to generate one complete video, I treated it like an actual production.

I broke the Porsche 911 GT3 R into individual visual moments — carbon bodywork, headlights, front aero, wheels and brakes, side profile, rear wing, and the final hero reveal.

Each shot was individually directed with attention to camera movement, lighting, reflections, materials, composition, and consistency.

The individual sequences were generated using Higgsfield, then brought into Runway to assemble, refine the pacing, transitions, and final film.

The Challenge

Generating a beautiful AI shot is relatively easy.

Making seven independently generated shots feel like they belong to one cohesive film is where it gets interesting.

The challenge was maintaining consistency across the car, materials, lighting, camera language, and overall visual direction while building a natural progression from detail → form → full reveal.

Tools

Higgsfield — AI video generation Runway — Editing & sequence assembly AI + Art Direction — Shot planning, prompting & visual consistency

A personal exploration into how AI can become part of the creative production process — not replacing direction, but expanding what can be produced from an idea.

gpt6 AI Video Production Higgsfield AI Runway

Ganesh S

pro

• Sep 16

Premium in every frame.

EL MEHDI HICHAM

• Sep 16

7 AI Models Analyzing Football in Real-Time — This Is Footbal

IT Support CUDA OpenCV PyTorch

EL MEHDI HICHAM

• Sep 16

After completing the detection pipeline, the next challenge was transforming raw video into structured football intelligence. ⚽ STEP 2 is now operational — and to put it to the test, I ran it on real UEFA Champions League footage: the FC Bayern München vs Paris Saint-Germain ...

linkedin.com

UEFA | LinkedIn

UEFA | 522,364 followers on LinkedIn. We are UEFA - the governing body of European football, passionate about growing the game. | UEFA – the Union of European Football Associations – we are the game's governing body in Europe. We are a representative democracy, and the umbrella organisation for 55 national football associations across Europe. Our objectives are, among other things, to deal with all questions relating to European football, to promote football in a spirit of unity, solidarity, peace, understanding and fair play, without any discrimination on the part of politics, race, religion, gender or any other reason, to safeguard the values of European football, maintain relations with all stakeholders involved in European football, and support and safeguard its member associations for the overall well-being of the European game.

Rajgor Darshan

• Sep 16

Check This...

Rajgor Darshan

• Sep 8

Another productive day — this time showcasing my Hand Gesture Mouse Control project. A Python-based computer vision project that lets you control your computer mouse using hand gestures in real time. 👆 Index finger → Move the cursor 👌 Pinch index + middle finger → Click Built...