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.

452
2.56 stars / hour

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.

2,422
2.55 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

949
2.41 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

199
1.29 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

312
0.81 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

842
0.77 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

252
0.72 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

548
0.72 stars / hour

Generalized Out-of-Distribution Detection: A Survey

jingkang50/oodsurvey 21 Oct 2021

In this survey, we first present a generic framework called generalized OOD detection, which encompasses the five aforementioned problems, i. e., AD, ND, OSR, OOD detection, and OD.

Anomaly Detection Autonomous Driving +3

67
0.72 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

265
0.49 stars / hour