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Meta Research's Projects

deep_bisim4control icon deep_bisim4control

Learning Invariant Representations for Reinforcement Learning without Reconstruction

deephandmesh icon deephandmesh

Official PyTorch implementation of "DeepHandMesh: A Weakly-Supervised Deep Encoder-Decoder Framework for High-Fidelity Hand Mesh Modeling," ECCV 2020

deepmask icon deepmask

Torch implementation of DeepMask and SharpMask

deepsdf icon deepsdf

Learning Continuous Signed Distance Functions for Shape Representation

deit icon deit

Official DeiT repository

deltacnn icon deltacnn

DeltaCNN End-to-End CNN Inference of Sparse Frame Differences in Videos

demucs icon demucs

Code for the paper Hybrid Spectrogram and Waveform Source Separation

denoised_mdp icon denoised_mdp

Open source code for paper "Denoised MDPs: Learning World Models Better Than the World Itself"

denoiser icon denoiser

Real Time Speech Enhancement in the Waveform Domain (Interspeech 2020)We provide a PyTorch implementation of the paper Real Time Speech Enhancement in the Waveform Domain. In which, we present a causal speech enhancement model working on the raw waveform that runs in real-time on a laptop CPU. The proposed model is based on an encoder-decoder architecture with skip-connections. It is optimized on both time and frequency domains, using multiple loss functions. Empirical evidence shows that it is capable of removing various kinds of background noise including stationary and non-stationary noises, as well as room reverb. Additionally, we suggest a set of data augmentation techniques applied directly on the raw waveform which further improve model performance and its generalization abilities.

densepose icon densepose

A real-time approach for mapping all human pixels of 2D RGB images to a 3D surface-based model of the body

depthshrinker icon depthshrinker

[ICML 2022] "DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks", by Yonggan Fu, Haichuan Yang, Jiayi Yuan, Meng Li, Cheng Wan, Raghuraman Krishnamoorthi, Vikas Chandra, Yingyan Lin

detectandtrack icon detectandtrack

The implementation of an algorithm presented in the CVPR18 paper: "Detect-and-Track: Efficient Pose Estimation in Videos"

detectron icon detectron

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

detectron2 icon detectron2

Detectron2 is a platform for object detection, segmentation and other visual recognition tasks.

detic icon detic

Code release for "Detecting Twenty-thousand Classes using Image-level Supervision".

detr icon detr

End-to-End Object Detection with Transformers

dialogstitch icon dialogstitch

DialogStitch Synthetic Deeper and Multi-Context Task-Oriented Dialogs

dietgpu icon dietgpu

GPU implementation of a fast generalized ANS (asymmetric numeral system) entropy encoder and decoder, with extensions for lossless compression of numerical and other data types in HPC/ML applications.

differentiable-robot-model icon differentiable-robot-model

We are implementing differentiable models of robot manipulators, which allows us to learn typically assumed to be known models of robots for control and motion planning.

diffkt icon diffkt

A framework for automatic differentiation in Kotlin

diffq icon diffq

DiffQ performs differentiable quantization using pseudo quantization noise. It can automatically tune the number of bits used per weight or group of weights, in order to achieve a given trade-off between model size and accuracy.

dino icon dino

PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO

diplomacy_cicero icon diplomacy_cicero

Code for Cicero, an AI agent that plays the game of Diplomacy with open-domain natural language negotiation.

diplomacy_searchbot icon diplomacy_searchbot

Code to accompany "Human-Level Performance in No-Press Diplomacy via Equilibrium Search", published at ICLR 2021

directclr icon directclr

Code used in "Understanding Dimensional Collapse in Contrastive Self-supervised Learning" paper.

disco icon disco

DisCo Transformer for Non-autoregressive MT

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