A Unified Objective for Novel Class Discovery

Github: https://github.com/DonkeyShot21/UNO

Paper: https://arxiv.org/abs/2108.08536v2

Dataset: https://paperswithcode.com/dataset/cifar-100

👉 @bigdata_1

InsightFace: 2D and 3D Face Analysis Project

Github: https://github.com/deepinsight/insightface

Paper: https://arxiv.org/abs/2108.08191v1

Project: https://insightface.ai/projects

👉 @bigdata_1

✏️ Sat2lod2: A Software For Automated Lod-2 Modeling From Satellite-Derived Orthophoto And Digital Surface Model

The proposed method starts building detection results through a deep learning-based detector and vectorizes individual segments into polygons using a “three-step” polygon extraction method

Github: https://github.com/gdaosu/lod2buildingmodel

Paper: https://arxiv.org/abs/2204.04139v1

Datasett: https://drive.google.com/file/d/1rA7SRPbSYFJwOBc7IfXxBgmUroTOZIOF/view?usp=sharing

Video: https://youtu.be/Nn4OABsEOXk

👉 @bigdata_1

X-modaler: A Versatile and High-performance Codebase for Cross-modal Analytics

Github: https://github.com/yehli/xmodaler

Paper: https://arxiv.org/abs/2108.08217v1

Project: https://xmodaler.readthedocs.io/en/latest/

👉 @bigdata_1

CenterNet++ for Object Detection

Code: https://github.com/Duankaiwen/PyCenterNet

Paper: https://arxiv.org/abs/2204.08394v1

Dataset: https://paperswithcode.com/dataset/coco

👉 @bigdata_1

Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval

Mr. TyDi is a multi-lingual benchmark dataset built on TyDi, covering eleven typologically diverse languages.

Github: https://github.com/castorini/mr.tydi

Paper: https://arxiv.org/abs/2108.08787

Tasks: https://paperswithcode.com/task/representation-learning

👉 @bigdata_1

✏️ Sat2lod2: A Software For Automated Lod-2 Modeling From Satellite-Derived Orthophoto And Digital Surface Model

The proposed method starts building detection results through a deep learning-based detector and vectorizes individual segments into polygons using a “three-step” polygon extraction method

Github: https://github.com/jingkang50/openood

Paper: https://arxiv.org/abs/2204.05306v1

Dataset: https://entuedu-my.sharepoint.com/:f:/g/personal/jingkang001_e_ntu_edu_sg/Eso7IDKUKQ9AoY7hm9IU2gIBMWNnWGCYPwClpH0TASRLmg?e=iEYhXO

More tutorials: https://github.com/Jingkang50/OpenOOD/wiki/Get-Started

👉 @bigdata_1

D3D-HOI: Dynamic 3D Human-Object Interactions from Videos

Github: https://github.com/facebookresearch/d3d-hoi

Paper: https://arxiv.org/abs/2108.08420v1

Dataset: https://dl.fbaipublicfiles.com/d3d-hoi/d3dhoi_video_data.zip

👉 @bigdata_1

YOLOV5-ti-lite Object Detection Models

Code: https://github.com/texasinstruments/edgeai-yolov5

Paper: https://arxiv.org/abs/2204.06806v1

Dataset: https://paperswithcode.com/dataset/coco

👉 @bigdata_1

Understanding Engagement from Video Screengrabs

Code: https://github.com/wanghewei16/video-engagement-analysis

Paper: https://arxiv.org/abs/2204.06454v1

The data source: https://github.com/e-drishti/wacv2016

👉 @bigdata_1

ShapeConv: Shape-aware Convolutional Layer for Indoor RGB-D Semantic Segmentation

Github: https://github.com/hanchaoleng/shapeconv

Paper: https://arxiv.org/abs/2108.10528v1

👉 @bigdata_1

Localization Distillation for Dense Object Detection

Github: https://github.com/HikariTJU/LD

Paper: https://arxiv.org/abs/2102.12252

Datasett: https://paperswithcode.com/dataset/dota

👉 @bigdata_1

Momentum^2 Teacher: Momentum Teacher with Momentum Statistics for Self-Supervised Learning

Github: https://github.com/zengarden/momentum2-teacher

Paper: https://arxiv.org/abs/2108.10668v1

👉 @bigdata_1

OSSO: Obtaining Skeletal Shape from Outside (CVPR 2022)

Given a body shape with SMPL or STAR topology (in blue), we infer the underlying skeleton (in yellow).

Code: https://arxiv.org/abs/2204.10129v1

Paper: https://arxiv.org/abs/2204.09838v1

Dataset: https://paperswithcode.com/dataset/agora

👉 @bigdata_1

YOLOP: You Only Look Once for Panoptic Driving Perception

Github: https://github.com/hustvl/yolop

Paper: https://arxiv.org/abs/2108.11250v2

👉 @bigdata_1

Glass Segmentation with RGB-Thermal Image Pairs

Github: https://github.com/dong-huo/rgb-t-glass-segmentation

Paper: https://arxiv.org/abs/2204.05453v2

Datasett: https://drive.google.com/file/d/1ysG04qGmnZv7UaybZUuyybaJYJLUkNHX/view?usp=sharing

👉 @bigdata_1

Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded Metrics

Github: https://github.com/vita-group/tegnas

Paper: https://arxiv.org/abs/2108.11939v1

👉 @bigdata_1

Parametric Distributionally Robust Optimization

Github: https://github.com/pmichel31415/P-DRO

Paper: https://arxiv.org/abs/2204.06340v1

Datasett: https://paperswithcode.com/dataset/celeba

👉 @bigdata_1

11 Best Data Science Education Platforms

https://www.kdnuggets.com/2021/08/11-best-data-science-education-platforms.html

👉 @bigdata_1

Deep-significance: Easy and Better Significance Testing for Deep Neural Networks

Github: https://github.com/Kaleidophon/deep-significance

Paper: https://arxiv.org/abs/2204.06815v1

Examples: https://github.com/Kaleidophon/deep-significance#examples

👉 @bigdata_1