MuJoCo: A physics engine for model-based control

deepmind/mujoco IEEE/RSJ IROS 2012

To facilitate optimal control applications and in particular sampling and finite differencing, the dynamics can be evaluated for different states and controls in parallel.

2,313
6.94 stars / hour

Resolution-robust Large Mask Inpainting with Fourier Convolutions

saic-mdal/lama 15 Sep 2021

We find that one of the main reasons for that is the lack of an effective receptive field in both the inpainting network and the loss function.

Image Inpainting LAMA

891
2.81 stars / hour

CIPS-3D: A 3D-Aware Generator of GANs Based on Conditionally-Independent Pixel Synthesis

PeterouZh/CIPS-3D 19 Oct 2021

The style-based GAN (StyleGAN) architecture achieved state-of-the-art results for generating high-quality images, but it lacks explicit and precise control over camera poses.

Image Generation Transfer Learning

171
1.87 stars / hour

Non-deep Networks

imankgoyal/NonDeepNetworks 14 Oct 2021

This begs the question -- is it possible to build high-performing "non-deep" neural networks?

2D Object Detection Image Classification +1

289
1.74 stars / hour

FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling

torchssl/torchssl 15 Oct 2021

However, like other modern SSL algorithms, FixMatch uses a pre-defined constant threshold for all classes to select unlabeled data that contribute to the training, thus failing to consider different learning status and learning difficulties of different classes.

Curriculum Learning Semi-Supervised Image Classification

216
1.63 stars / hour

ControlFlag: A Self-Supervised Idiosyncratic Pattern Detection System for Software Control Structures

IntelLabs/control-flag 6 Nov 2020

Software debugging has been shown to utilize upwards of half of developers' time.

253
1.51 stars / hour

ADOP: Approximate Differentiable One-Pixel Point Rendering

darglein/ADOP 13 Oct 2021

The input are an initial estimate of the point cloud and the camera parameters.

Neural Rendering Novel View Synthesis

521
1.48 stars / hour

Multitask Prompted Training Enables Zero-Shot Task Generalization

bigscience-workshop/promptsource 15 Oct 2021

Large language models have recently been shown to attain reasonable zero-shot generalization on a diverse set of tasks.

Language Modelling

249
1.31 stars / hour

ByteTrack: Multi-Object Tracking by Associating Every Detection Box

ifzhang/ByteTrack arXiv 2021

Multi-object tracking (MOT) aims at estimating bounding boxes and identities of objects in videos.

 Ranked #1 on Multi-Object Tracking on MOT17 (using extra training data)

Multi-Object Tracking

732
1.11 stars / hour

SaLinA: Sequential Learning of Agents

facebookresearch/salina 15 Oct 2021

SaLinA is a simple library that makes implementing complex sequential learning models easy, including reinforcement learning algorithms.

145
1.07 stars / hour