EPro-PnP: Generalized End-to-End Probabilistic Perspective-n-Points for Monocular Object Pose Estimation

tjiiv-cprg/epro-pnp CVPR 2022

The 2D-3D coordinates and corresponding weights are treated as intermediate variables learned by minimizing the KL divergence between the predicted and target pose distribution.

3D Object Detection 6D Pose Estimation using RGB +1

414
2.43 stars / hour

Evaluating Large Language Models Trained on Code

codedotal/gpt-code-clippy 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

1,283
1.81 stars / hour

Pythae: Unifying Generative Autoencoders in Python -- A Benchmarking Use Case

clementchadebec/benchmark_VAE 16 Jun 2022

In recent years, deep generative models have attracted increasing interest due to their capacity to model complex distributions.

Density Estimation Image Reconstruction +1

631
1.17 stars / hour

Nocturne: a scalable driving benchmark for bringing multi-agent learning one step closer to the real world

facebookresearch/nocturne 20 Jun 2022

We introduce \textit{Nocturne}, a new 2D driving simulator for investigating multi-agent coordination under partial observability.

Imitation Learning

84
1.03 stars / hour

MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge

MineDojo/MineDojo 17 Jun 2022

Autonomous agents have made great strides in specialist domains like Atari games and Go.

Atari Games

157
1.02 stars / hour

Zero-Shot Text-to-Image Generation

borisdayma/dalle-mini 24 Feb 2021

Text-to-image generation has traditionally focused on finding better modeling assumptions for training on a fixed dataset.

Ranked #12 on Text-to-Image Generation on COCO (using extra training data)

Text to image generation Zero-Shot Text-to-Image Generation

9,954
0.97 stars / hour

Free-Form Image Inpainting with Gated Convolution

zuruoke/watermark-removal ICCV 2019

We present a generative image inpainting system to complete images with free-form mask and guidance.

feature selection Image Inpainting

218
0.96 stars / hour

The ArtBench Dataset: Benchmarking Generative Models with Artworks

liaopeiyuan/artbench 22 Jun 2022

We introduce ArtBench-10, the first class-balanced, high-quality, cleanly annotated, and standardized dataset for benchmarking artwork generation.

Conditional Image Generation Unconditional Image Generation

49
1.23 stars / hour

HaGRID -- HAnd Gesture Recognition Image Dataset

hukenovs/hagrid 16 Jun 2022

In this paper, we introduce an enormous dataset HaGRID (HAnd Gesture Recognition Image Dataset) for hand gesture recognition (HGR) systems.

Hand Detection Hand Gesture Recognition +1

102
0.78 stars / hour

EdgeNeXt: Efficiently Amalgamated CNN-Transformer Architecture for Mobile Vision Applications

mmaaz60/EdgeNeXt 21 Jun 2022

Our EdgeNeXt model with 1. 3M parameters achieves 71. 2\% top-1 accuracy on ImageNet-1K, outperforming MobileViT with an absolute gain of 2. 2\% with 28\% reduction in FLOPs.

BrendaWoups Image Classification +2

57
0.71 stars / hour