Road Scene Recognition of Forklift AGV Equipment Based on Deep Learning

نویسندگان

چکیده

The application of scene recognition in intelligent robots to forklift AGV equipment is great significance order improve the automation and intelligence level distribution centers. At present, using camera collect image information obtain environmental can break through limitation traditional guideway positioning equipment, beneficial path planning system expansion later stage warehouse construction. Taking center as research object, this paper explores based on a deep convolution neural network. On basis characteristics environment, semantic segmentation network applied environment established, method suitable for proposed, so that use learning learn features achieve accurate large-scale without adding landmarks, which provides an effective model environment. activation function layer studied by with better gradient performance. results show performance H-Swish than ReLU accuracy computational complexity, it save costs calculation form mobile terminal.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Acoustic Scene Recognition with Deep Learning

Background. Sound complements visual inputs, and is an important modality for perceiving the environment. Increasingly, machines in various environments have the ability to hear, such as smartphones, autonomous robots, or security systems. This work applies state-of-the-art Deep Learning models that have revolutionized speech recognition to understanding general environmental sounds. Aim. This ...

متن کامل

Natural Scene Recognition Based on Superpixels and Deep Boltzmann Machines

The Deep Boltzmann Machines (DBM) is a state-of-the-art unsupervised learning model, which has been successfully applied to handwritten digit recognition and, as well as object recognition. However, the DBM is limited in scene recognition due to the fact that natural scene images are usually very large. In this paper, an efficient scene recognition approach is proposed based on superpixels and ...

متن کامل

the effect of lexically based language teaching (lblt) on vocabulary learning among iranian pre-university students

هدف پژوهش حاضر بررسی تاثیر روش تدریس واژگانی (واژه-محور) بر یادگیری لغات در بین دانش آموزان دوره پیش دانشگاهی است. بدین منظور دو گروه از دانش آموزان دوره پیش دانشگاهی (شصت نفر) که در سال تحصیلی 1389 در شهرستان نور آباد استان لرستان مشغول به تحصیل بودند انتخاب شده و به صورت قراردادی گروه آزمایش و گواه در نظر گرفته شدند. در ابتدا به منظور اطمینان یافتن از میزان همگن بودن دو گروه از دانش واژگان، آ...

15 صفحه اول

Learning Deep Features for Scene Recognition using Places Database

Scene recognition is one of the hallmark tasks of computer vision, allowing definition of a context for object recognition. Whereas the tremendous recent progress in object recognition tasks is due to the availability of large datasets like ImageNet and the rise of Convolutional Neural Networks (CNNs) for learning high-level features, performance at scene recognition has not attained the same l...

متن کامل

Deep Learning Based Food Recognition

Food is the cornerstone of people’s life. Nowadays more and more people cares about the dietary intake since unhealthy diet leads to numerous diseases, like obesity and diabetes. Accurately labelling food items is significantly essential to keep fit and live a healthy life. However, currently referring to nutrition experts or Amazon Mechanical Turk is the only way to recognize the food items. I...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Processes

سال: 2021

ISSN: ['2227-9717']

DOI: https://doi.org/10.3390/pr9111955