Summary
Overview
Work History
Education
Skills
Languages
Timeline
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Gabriel Souza

Barcelona

Summary

AI Engineer & 3D Generalist with 4 years of experience developing AI-driven solutions for image and video processing, alongside 4 years in VFX and 3D. Expert in Python, deep learning, and generative AI. Proven track record at DNEG and Ingenuity Studios, leading innovations in deepfake pipelines, AI-driven compositing, and computer vision applications.

Overview

8
8
years of professional experience

Work History

Advanced Development Group - AI Engineer

DNEG
01.2024 - 01.2025
  • Integrated 4 open-source AI models to work into Foundry's Nuke for VFX artists. Including Stable-Diffusion 2.1, Robust Video Matting, Deep HDR (high dynamic range images), and RollingDepth (depth matte generation)
  • Conducted high-resolution deepfake training on custom datasets and researched deepfake architectures such as SAE, LIAE, and AMP to improve facial synthesis techniques.
  • Developed a serverless implementation of ComfyUI, streamlining deep learning workflows for image and video generation.
  • Consulted with managers to define AI-driven solutions for VFX pipelines.

Senior Compositor/Lead Compositor

Ingenuity Studios
05.2022 - 03.2023

-Integrated a deepfake pipeline into the studio’s workflow, delivering higher-quality shots than traditional compositing methods.

-Lead Compositor for Dave (Season 3) & The Morning Show (Season 3), managing high-profile sequences.

-Delivered complex deep compositing and Nuke 3D shots.

Computer Vision R&D for VFX

Crafty Apes VFX
05.2020 - 05.2022

-Used image-to-image translation to enhance 3D rendering, simulate compression artifacts, and restore hidden details.

-Developed deep learning models for age & gender classification, face parsing, pose estimation, super-resolution, face-swapping, and sky replacement.

-Built a Python GUI for seamless access to AI models in the production pipeline.

Digital Compositor & 3D Generalist

Crafty Apes VFX
12.2017 - 05.2020

-Created blood effects, muzzle flashes, and 3D composites for Army of the Dead.

-Keying, set extensions, and VFX compositing for Creed II and Stranger Things: Season 2.

-White House set extensions in Zombieland: Double Tap.

-Wire removal, beauty work, and background replacement for Spider-Man: Far From Home and Men in Black: International.

Junior Compositor

Moving Picture Company
05.2017 - 12.2017

-Completed intensive training in node-based 2D & 3D compositing.

-Delivered roto and prep work for Justice League.

Education

Bachelor of Arts - Film/Animation & Digital Arts

Florida State University
03.2017

Skills

  • Programming & AI: Python (Highly Skilled), Deep Neural Networks (DNN), AI Model Training & Deployment
  • Machine Learning: CNN, GAN, ComfyUI, TensorFlow, PyTorch, Keras
  • VFX & 3D: Nuke (2D & 3D Compositing), Camera & UV Projections, CG Modeling, Texturing, Rendering
  • Tools & DevOps: Git, Docker, ShotGrid, Mocha Pro, Photoshop, After Effects, Premiere, DaVinci Resolve

Languages

Portuguese
Bilingual or Proficient (C2)
English
Bilingual or Proficient (C2)
Spanish
Intermediate (B1)

Timeline

Advanced Development Group - AI Engineer

DNEG
01.2024 - 01.2025

Senior Compositor/Lead Compositor

Ingenuity Studios
05.2022 - 03.2023

Computer Vision R&D for VFX

Crafty Apes VFX
05.2020 - 05.2022

Digital Compositor & 3D Generalist

Crafty Apes VFX
12.2017 - 05.2020

Junior Compositor

Moving Picture Company
05.2017 - 12.2017

Bachelor of Arts - Film/Animation & Digital Arts

Florida State University
Gabriel Souza