Tools for advancing the world's AI

Detectron is a high-performance codebase for object detection, covering bounding box and object instance segmentation outputs.

DensePose is designed to map all human pixels of an RGB image to a 3D surface-based representation of the human body.

WSL Embeddings allow experimentation with image recognition capabilities based on models trained on large datasets.

PyText is a deep-learning based natural language processing (NLP) modeling framework built on PyTorch.

FastText is a lightweight library designed to help build scalable solutions for text representation and classification.

Translate is an open source project based on Facebook's machine translation systems.

ParlAI is a platform that streamlines the process of researching, training, and evaluating conversational models across multiple tasks.

Fairseq is a sequence modeling toolkit for training custom models for translation, summarization, and other text generation tasks.

MUSE is a Python library that enables faster development and evaluation of cross-lingual word embeddings and NLP.

VizSeq is a research toolkit for natural language generation (translation, captioning, summarization, etc.)

Wav2letter is an end-to-end Automatic Speech Recognition (ASR) system for transcribing speech.

Large dataset for the training of weakly supervised & unsupervised speech models.

ELF is a platform for game research that allows developers to train and test their algorithms in various game environments.

ELF OpenGo is an AI bot from Facebook AI Research (FAIR) that has defeated world champion professional Go players.

House3D is a rich environment containing thousands of 3D scenes of visually realistic houses with full labeling.

Benchmark for PHYsical REasoning that contains a set of simple classical mechanics puzzles in a 2D environment.

TorchCraft is a library that enables AI research on real-time strategy (RTS) games such as StarCraft: Brood War.