Merlion: A Machine Learning Library for Time Series

salesforce/merlion 20 Sep 2021

We introduce Merlion, an open-source machine learning library for time series.

Anomaly Detection Time Series

761
4.54 stars / hour

Robust High-Resolution Video Matting with Temporal Guidance

PeterL1n/RobustVideoMatting 25 Aug 2021

We introduce a robust, real-time, high-resolution human video matting method that achieves new state-of-the-art performance.

Video Matting

2,379
4.53 stars / hour

Instance-Conditioned GAN

facebookresearch/ic_gan 10 Sep 2021

Generative Adversarial Networks (GANs) can generate near photo realistic images in narrow domains such as human faces.

Conditional Image Generation Unconditional Image Generation

285
1.77 stars / hour

River: machine learning for streaming data in Python

creme-ml/creme 8 Dec 2020

It is the result from the merger of the two most popular packages for stream learning in Python: Creme and scikit-multiflow.

Continual Learning

2,330
1.16 stars / hour

kornia

kornia/kornia CVPR 2021

Open Source Differentiable Computer Vision Library

Local Feature Matching Visual Localization

4,956
1.05 stars / hour

Differentiable Data Augmentation with Kornia

arraiyopensource/kornia 19 Nov 2020

In this paper we present a review of the Kornia differentiable data augmentation (DDA) module for both for spatial (2D) and volumetric (3D) tensors.

Image Augmentation Image Manipulation +1

4,956
1.04 stars / hour

Evaluating Large Language Models Trained on Code

microsoft/PythonProgrammingPuzzles 7 Jul 2021

We introduce Codex, a GPT language model fine-tuned on publicly available code from GitHub, and study its Python code-writing capabilities.

Code Generation Language Modelling

721
0.97 stars / hour

Real-ESRGAN: Training Real-World Blind Super-Resolution with Pure Synthetic Data

xinntao/Real-ESRGAN 22 Jul 2021

Though many attempts have been made in blind super-resolution to restore low-resolution images with unknown and complex degradations, they are still far from addressing general real-world degraded images.

Video Super-Resolution

2,977
0.85 stars / hour

LibFewShot: A Comprehensive Library for Few-shot Learning

rl-vig/libfewshot 10 Sep 2021

Furthermore, based on LibFewShot, we provide comprehensive evaluations on multiple benchmark datasets with multiple backbone architectures to evaluate common pitfalls and effects of different training tricks.

Data Augmentation Few-Shot Image Classification +1

163
0.74 stars / hour

Empirical Analysis of Training Strategies of Transformer-based Japanese Chit-chat Systems

nttcslab/japanese-dialog-transformers 11 Sep 2021

In recent years, several high-performance conversational systems have been proposed based on the Transformer encoder-decoder model.

142
0.73 stars / hour