Facebook AI

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Publication

August 09, 2021

COMPUTER VISION

GRAPHICS

Deep Relightable Appearance Models for Animatable Faces

We present a method for building high-fidelity animatable 3D face models that can be posed and rendered with novel lighting environments in real-time. …

Sai Bi, Stephen Lombardi,Shunsuke Saito, Tomas Simon, Shih-en Wei, Kevyn McPhail, Ravi Ramamoorthi, Yaser Sheikh, Jason Saragih

August 09, 2021

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Publication

June 19, 2021

CORE MACHINE LEARNING

COMPUTER VISION

Robust Audio-Visual Instance Discrimination

We present a self-supervised learning method to learn audio and video representations …

Pedro Morgado, Ishan Misra, Nuno Vasconcelos

June 19, 2021

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Publication

June 18, 2021

COMPUTER VISION

GRAPHICS

Single-Shot Freestyle Dance Reenactment

The task of motion transfer between a source dancer and a target person is a special case of the pose transfer problem …

Oran Gafni, Oron Ashual Lior Wolf

June 18, 2021

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Publication

June 16, 2021

CORE MACHINE LEARNING

COMPUTER VISION

IIRC: Incremental Implicitly-Refined Classification

We introduce the “Incremental Implicitly-Refined Classification (IIRC)” setup, an extension to the class incremental …

Mohamed Abdelsalam, Mojtaba Faramarzi, Shagun Sodhani, Sarath Chandar

June 16, 2021

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Publication

June 11, 2021

COMPUTER VISION

Lips Don’t Lie: A Generalisable and Robust Approach to Face Forgery Detection

Although current deep learning-based face forgery detectors achieve impressive performance in constrained scenarios …

Alexandros Haliassos, Konstantinos Vougioukas, Stavros Petridis, Maja Pantic

June 11, 2021

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Publication

May 29, 2021

NLP

Autoregressive Entity Retrieval

Entities are at the center of how we represent and aggregate knowledge. For instance, Encyclopedias such as Wikipedia are structured by entities …

Nicola De Cao, , Gautier Izacard, Sebastian Riedel, Fabio Petroni

May 29, 2021

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Person

Viet Ha-Thuc

Menlo Park, United States

Viet Ha-Thuc is a research scientist and the Tech Lead for Facebook Commerce Intelligence, which is responsible for building machine learning systems across all commerce products on Facebook App…

Research Area:

SPEECH & AUDIO

COMPUTER VISION

Profile

Person

Benoit Steiner

Menlo Park, United States

Benoit is a Research Engineer at FAIR focusing on systems research. His long-term goal is to understand how to build better tooling to support deep learning research, primarily by combining AI techniques with traditional ones. Benoit received a…

Research Area:

SPEECH & AUDIO

COMPUTER VISION

Profile

Blog

May 18, 2021

ML APPLICATIONS

COMPUTER VISION

PyTorchVideo: A deep learning library for video understanding

The complexity of understanding video for computer vision is one of the biggest challenges in AI. PyTorchVideo aims to meet this demand by offering a unified repository of reproducible and efficient video, AI models, datasets in PyTorch.

May 18, 2021

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Person

Wei-Ning Hsu

New York City, United States

Wei-Ning is a research scientist at Facebook AI Research (FAIR)…

Research Area:

SPEECH & AUDIO

COMPUTER VISION

Profile

Publication

May 15, 2021

COMPUTER VISION

RoI Tanh-polar Transformer Network for Face Parsing in the Wild

Face parsing aims to predict pixel-wise labels for facial components of a target face in an image. Existing approaches usually crop the target face from the input image …

Yiming Lin, Jie Shen, Yujiang Wang, Maja Pantic

May 15, 2021

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Blog

May 14, 2021

RESEARCH

COMPUTER VISION

Recognizing 3D spaces without spatial labels

A novel way of recognizing 3D spaces without spatial labels, WyPR combines advances in 2D weakly supervised learning with unique properties of 3D point cloud data to make spatial 3D scene understanding a lot more accessible.