Facebook Model Pretrained on Billions of Instagram Hashtags Achieves SOTA Results on Top-1 ImageNet

Pretraining models on the ImageNet dataset has been a mainstream research approach for years, but in today’s digital world where data is growing by orders of magnitude the 10 year-old ImageNet dataset is now considered relatively small in size. That motivated Facebook to explore how pretraining a machine learning model on a large-scale, weakly-supervised dataset could impact model performance.

Source: Facebook Model Pretrained on Billions of Instagram Hashtags Achieves SOTA Results on Top-1 ImageNet

Model available in PyTorch, link at the bottom.

首个镜子分割网络问世,大连理工、鹏城实验室、香港城大出品 | ICCV 2019 – 知乎

镜子作为日常生活中非常重要的物体无处不在,不仅能够反射光线,能呈现出周围物体或者场景的镜像。这就导致计算机视觉系统或者机器人一旦遇到有镜子的场景,性能就会大幅下降,可以说是遇到了克星。

Source: 首个镜子分割网络问世,大连理工、鹏城实验室、香港城大出品 | ICCV 2019 – 知乎

Raspberry Pi 4 USB Boot Config Guide for SSD / Flash Drives

The Raspberry Pi 4 is finally here and has a lot of exciting changes. One very major downside is that it doesn’t support true USB booting yet out of the box (like the 3 series did). The Raspberry Pi foundation states that it is being worked on and will be added back with a future update. No timeline has been given yet for that to happen but they state it’s one of their top priorities.

Source: Raspberry Pi 4 USB Boot Config Guide for SSD / Flash Drives

About Open3D — Open3D 0.7.0 documentation

Open3D is an open-source library that supports rapid development of software that deals with 3D data. The Open3D frontend exposes a set of carefully selected data structures and algorithms in both C++ and Python. The backend is highly optimized and is set up for parallelization. We welcome contributions from the open-source community.

Source: About Open3D — Open3D 0.7.0 documentation

ViSP

ViSP standing for Visual Servoing Platform is a modular cross platform library that allows prototyping and developing applications using visual tracking and visual servoing technics at the heart of the researches done by Inria Rainbow team (previously Lagadic team). ViSP is able to compute control laws that can be applied to robotic systems. It provides a set of visual features that can be tracked using real time image processing or computer vision algorithms. ViSP provides also simulation capabilities. ViSP can be useful in robotics, computer vision, augmented reality and computer animation. Our YouTube channel gives an overview of the applications that could be tackled.

Source: ViSP

如何看待西安奔驰女车主维权事件? – 知乎

曾经有位前辈和我说过一条比较暗黑的生活经验,大意就是:在中国,你想要比较顺心地进行日常生活,光靠肉眼可见的金钱积累远远不够。你还需要尽一切可能地累积自己“有能力与同级撕逼,有能力碾压底层”的“灰色资源”。这是一句听起来相当混账而市井,并且有辱斯文的话,但却是一条时刻被各种“秀下限”的新闻验证的铁律。至于什么是“同级”,什么是“底层”,什么是“灰色资源”,这把年纪还搞不清楚的人,抬杠之前我建议你们先读读《毛选》。

Source: 如何看待西安奔驰女车主维权事件? – 知乎