Text-Guided Synthesis of Artistic Images with Retrieval-Augmented Diffusion Models

compvis/latent-diffusion 26 Jul 2022

In RDMs, a set of nearest neighbors is retrieved from an external database during training for each training instance, and the diffusion model is conditioned on these informative samples.

Image Generation Prompt Engineering

2,830
0.52 stars / hour

Instant Neural Graphics Primitives with a Multiresolution Hash Encoding

nvidiagameworks/kaolin-wisp 16 Jan 2022

Neural graphics primitives, parameterized by fully connected neural networks, can be costly to train and evaluate.

3D Reconstruction 3D Shape Reconstruction +2

718
0.47 stars / hour

Alpa: Automating Inter- and Intra-Operator Parallelism for Distributed Deep Learning

alpa-projects/alpa 28 Jan 2022

Existing model-parallel training systems either require users to manually create a parallelization plan or automatically generate one from a limited space of model parallelism configurations.

804
0.47 stars / hour

Collaborative Neural Rendering using Anime Character Sheets

megvii-research/conr 12 Jul 2022

Drawing images of characters with desired poses is an essential but laborious task in anime production.

Neural Rendering

388
0.44 stars / hour

Next-ViT: Next Generation Vision Transformer for Efficient Deployment in Realistic Industrial Scenarios

bytedance/next-vit 12 Jul 2022

Then, Next Hybrid Strategy (NHS) is designed to stack NCB and NTB in an efficient hybrid paradigm, which boosts performance in various downstream tasks.

Image Classification

196
0.44 stars / hour

Musika! Fast Infinite Waveform Music Generation

marcoppasini/musika 18 Aug 2022

We release the source code and pretrained autoencoder weights at github. com/marcoppasini/musika, such that a GAN can be trained on a new music domain with a single GPU in a matter of hours.

Music Generation

13
0.38 stars / hour

FedDM: Iterative Distribution Matching for Communication-Efficient Federated Learning

Guang000/Awesome-Dataset-Distillation 20 Jul 2022

Federated learning~(FL) has recently attracted increasing attention from academia and industry, with the ultimate goal of achieving collaborative training under privacy and communication constraints.

Federated Learning Image Classification

104
0.37 stars / hour

Delving into Effective Gradient Matching for Dataset Condensation

Guang000/Awesome-Dataset-Distillation 30 Jul 2022

In this work, we delve into the gradient matching method from a comprehensive perspective and answer the critical questions of what, how, and where to match.

Dataset Condensation

105
0.37 stars / hour

DeepNet: Scaling Transformers to 1,000 Layers

facebookresearch/xformers 1 Mar 2022

In this paper, we propose a simple yet effective method to stabilize extremely deep Transformers.

Translation

906
0.35 stars / hour