TorchScale: Transformers at Scale

microsoft/torchscale 23 Nov 2022

Large Transformers have achieved state-of-the-art performance across many tasks.

Language Modelling Machine Translation +1

843
2.99 stars / hour

SuperFusion: Multilevel LiDAR-Camera Fusion for Long-Range HD Map Generation and Prediction

haomo-ai/superfusion 28 Nov 2022

To this end, we propose a novel network named SuperFusion, exploiting the fusion of LiDAR and camera data at multiple levels.

Autonomous Driving

79
1.83 stars / hour

Compressing Volumetric Radiance Fields to 1 MB

algohunt/vqrf 29 Nov 2022

Approximating radiance fields with volumetric grids is one of promising directions for improving NeRF, represented by methods like Plenoxels and DVGO, which achieve super-fast training convergence and real-time rendering.

Model Compression Neural Rendering +1

83
1.04 stars / hour

DAMO-YOLO : A Report on Real-Time Object Detection Design

tinyvision/damo-yolo 23 Nov 2022

In this report, we present a fast and accurate object detection method dubbed DAMO-YOLO, which achieves higher performance than the state-of-the-art YOLO series.

Neural Architecture Search object-detection +1

190
0.92 stars / hour

Fast-SNARF: A Fast Deformer for Articulated Neural Fields

xuchen-ethz/fast-snarf 28 Nov 2022

A key challenge in making such methods applicable to articulated objects, such as the human body, is to model the deformation of 3D locations between the rest pose (a canonical space) and the deformed space.

3D Reconstruction Novel View Synthesis

115
0.92 stars / hour

Human-level play in the game of Diplomacy by combining language models with strategic reasoning

facebookresearch/diplomacy_cicero Science 2022

Despite much progress in training AI systems to imitate human language, building agents that use language to communicate intentionally with humans in interactive environments remains a major challenge.

722
0.89 stars / hour

BotSIM: An End-to-End Bot Simulation Toolkit for Commercial Task-Oriented Dialog Systems

salesforce/botsim 29 Nov 2022

BotSIM adopts a layered design comprising the infrastructure layer, the adaptor layer and the application layer.

33
0.88 stars / hour

Medical Image Segmentation Review: The success of U-Net

nitr098/awesome-u-net 27 Nov 2022

U-Net is the most widespread image segmentation architecture due to its flexibility, optimized modular design, and success in all medical image modalities.

Image Segmentation Medical Image Segmentation +1

42
0.86 stars / hour

Roboflow 100: A Rich, Multi-Domain Object Detection Benchmark

roboflow-ai/roboflow-100-benchmark 24 Nov 2022

The evaluation of object detection models is usually performed by optimizing a single metric, e. g. mAP, on a fixed set of datasets, e. g. Microsoft COCO and Pascal VOC.

2D object detection Image Retrieval +13

59
0.74 stars / hour

FFHQ-UV: Normalized Facial UV-Texture Dataset for 3D Face Reconstruction

csbhr/ffhq-uv 25 Nov 2022

Our pipeline utilizes the recent advances in StyleGAN-based facial image editing approaches to generate multi-view normalized face images from single-image inputs.

3D Face Reconstruction

62
0.73 stars / hour