Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding

lucidrains/imagen-pytorch 23 May 2022

We present Imagen, a text-to-image diffusion model with an unprecedented degree of photorealism and a deep level of language understanding.

 Ranked #1 on Text-to-Image Generation on COCO (using extra training data)

Language Modelling Zero-Shot Text-to-Image Generation

1,727
9.94 stars / hour

OnePose: One-Shot Object Pose Estimation without CAD Models

zju3dv/OnePose 24 May 2022

We propose a new method named OnePose for object pose estimation.

6D Pose Estimation Graph Attention +1

218
2.47 stars / hour

The NPU System for the 2020 Personalized Voice Trigger Challenge

PaddlePaddle/PaddleSpeech 26 Feb 2021

This paper describes the system developed by the NPU team for the 2020 personalized voice trigger challenge.

Small-Footprint Keyword Spotting Speaker Verification

3,917
2.37 stars / hour

SymForce: Symbolic Computation and Code Generation for Robotics

symforce-org/symforce 17 Apr 2022

We present SymForce, a library for fast symbolic computation, code generation, and nonlinear optimization for robotics applications like computer vision, motion planning, and controls.

Code Generation Motion Planning

689
2.36 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.

4,094
1.69 stars / hour

Inception Transformer

sail-sg/iformer 25 May 2022

Recent studies show that Transformer has strong capability of building long-range dependencies, yet is incompetent in capturing high frequencies that predominantly convey local information.

Image Classification

43
0.92 stars / hour

Fine-grained Image Captioning with CLIP Reward

j-min/clip-caption-reward 26 May 2022

Toward more descriptive and distinctive caption generation, we propose using CLIP, a multimodal encoder trained on huge image-text pairs from web, to calculate multimodal similarity and use it as a reward function.

Image Captioning Image Retrieval +2

24
0.83 stars / hour

Ivy: Templated Deep Learning for Inter-Framework Portability

ivy-dl/ivy 4 Feb 2021

We introduce Ivy, a templated Deep Learning (DL) framework which abstracts existing DL frameworks.

1,980
0.72 stars / hour

Uniform Masking: Enabling MAE Pre-training for Pyramid-based Vision Transformers with Locality

implus/um-mae 20 May 2022

Masked AutoEncoder (MAE) has recently led the trends of visual self-supervision area by an elegant asymmetric encoder-decoder design, which significantly optimizes both the pre-training efficiency and fine-tuning accuracy.

Object Detection

97
0.64 stars / hour