Hello there! This is my story of making a GAN that would generate images of cars, with PyTorch.
First of all, let me tell you what a GAN is — at least to what I understand what it is.
A Generative Adversarial Network(GAN) is a network we use to generate something(image, sound… anything), What we challenge here is the ability of the machine to imagine something. (For the paragraph below know that a GAN has two networks: A Generator and a Discriminator.)
How do we make a machine imagine something?
Let’s say we’re trying to make the machine imagine some form of data, just as usual, we’ll start with it(our generator) imagining random noise — data that doesn’t make any sense at all.
We then feed it to another network that is trained specifically to distinguish between fake and real data(our discriminator), this network enables us to say how fake the generated data is, knowing which we’ll update the generation process to make it more and more real over training.
Also note that we’ll be training our discriminator at the same time too(of course, we freeze the generator for a second), to distinguish better between real and fake images as our generator gets better.
You can imagine it to be similar to two people playing a game, one person knows a target picture that the other has to draw, and the other just draws pictures, seeing the picture drawn, the first person gives the second some feedback on how close his picture looks to the target, based off which he makes changes and gets better and better towards an ideal picture.
In the simplest terms, thats how it works.(feel free to correct me though)
#machine-learning #deeplearing #pytorch #image-generation #deep learning
As many industries are going through a lot in the US and across the world. The carwash industry is one of the industries whose demand is never-ending across the country. From a report given by IBISWorld Industry, the annual revenue over a five-year period from 2016-2021 is estimated at about $10.2 billion with $1.9 billion in profit.
The car wash services are very important and necessary for car owners to maintain their car look and feel better. Many people think that lockdown might take this business downside, but the important fact is that every vehicle owner takes this as an opportunity to maintain their cars at a good outlook and appearance. There is an enormous market for the on-demand car washing market which you should make benefit out of it.
The amount of 75% of car owners avails car washing services in the US. As you will know, it is more effortless to bring in customers to your business by making the most out of the digital marketing strategies. The first step in building the digital value for your business is through a sleek website and a seamless mobile application. When it comes to car wash business, the On-demand application is the best choice to attract new costumers and retain old customers.
Many businesses have transformed their services by developing applications on both iOS and Android platforms. With the next-generation technology, make the most out of the present opportunities.
You shouldn’t build an On-demand Car wash Application without reading this article.
**ALSO READ: **How To Build A Custom CRM From Scratch
This comprehensive blog is to help you decide on how to strategically build your On-demand Car wash Application for your business or as a car wash business marketplace.
Read this article to find answers to the questions in your mind about building a car wash mobile application that will help you make the right decisions. Being a technology specialist Agira technologies have always been serving startups and help entrepreneurs break through the struggles in converting the intellectual business idea into reality.
This is the generation, where peoples use the internet to buy products and started to buy from the company mobile app itself. This mobile app technology influenced all the businesses including the car wash industry also.
When you are building a mobile application, it is important to understand the requirements of your business and especially the customers. The users of this application should feel comfortable using the application to make use of the car washing services around their neighborhood.
If you are starting a business, and building an application to support your business, it is better to launch the application with a minimum viable product and then add up the additional features according to the requirements of your customers or by studying their behavior on using the application.
To build a complete application that can cater to the business needs and the logic would require a strong backend that can work effectively in any situation and a front end development that lets the customers immerse into the application.
Also, as an entrepreneur, you should be able to decide if you want to build native applications on both platforms or opt for cross-platform application development. Each application development involves its own pros and cons. So, it is important to find the right application development approach that is suitable for your business, budget, and time frame.
**ALSO READ: **How to Build a Local Events App Like Eventbrite and YPlan
After deciding on the features for your minimum viable product, you can come up with the approximate number that cost to build an On-Demand car wash application. As already mentioned, every feature that is added to application results in adding up more time to build. As you will pay the application developers on an hourly basis, the more it takes to develop, it cost you more. This means that more features approach is equal to an increase in development cost, delay in time to market.
To build a top-notch mobile application, you will need to hire a mobile application development company or hire a team of development teams. In order to build an enterprise application, you will need a development team of the following.
If you want to know the exact cost of building an On-demand Car Wash application, plan your idea, list your requirements, and contact us to get a precise cost estimation for your business project.
We, Agira technologies are a technology solution company with business services and domain solutions that support global clients who comprise the current world economy. Some of the exclusive services that we offer are web development, mobile app development, Blockchain, IoT, and DevOps Consulting.
Do you find it interesting? you might also like these articles. Top 10 Best Tech Companies For Employees To Work In The USA In 2020 and Top 10 IT Staffing and Recruiting Agencies in the USA.
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#enterprise application #automatic car wash #car wash android app #car wash app india #car wash booking app #diy car wash near me #how to make a car wash app #manual car wash near me #self car wash near me
Computer Vision is a wide, deep learning field with enormous applications. Image Generation is one of the most curious applications in Computer Vision. Again, Image Generation has a great collection of tasks; to mention, a few can outperform humans. Most image generation tasks are common for videos, too, since a video is a sequence of images.
A few popular Image Generation tasks are:
One deep learning generative model can perform one or more tasks with a few configuration changes. Some famous image generative models are the original versions and the numerous variants of Variational Autoencoder (VAE), and Generative Adversarial Networks (GAN).
This article discusses the concepts behind image generation and the code implementation of Variational Autoencoder with a practical example using TensorFlow Keras. TensorFlow is one of the top preferred frameworks for deep learning processes. Keras is a high-level API built on top of TensorFlow, which is meant exclusively for deep learning.
The following articles may fulfil the prerequisites by giving an understanding of deep learning and computer vision.
#developers corner #autoencoders #beginner #decoder #deepfake #encoder #fashion mnist #gan #image generation #image processing #image synthesis #keras #super-resolution #tensorflow #vae #variational autoencoder
Generative Adversarial Networks (GANs) are very successful in generating very sharp and realistic images. This post briefly explains our image generation framework based on GANs to sequentially compose an image scene, breaking down the underlying problem into smaller ones. For an in-depth description, please see our publication: A Layer-Based Sequential Framework for Scene Generation with GANs.
Fig. 1: The proposed image generation process. Given a semantic layout map, our model composes the scene step-by-step. The first row shows the input semantic map and images generated by state-of-the-art baselines.
Fig. 2: GAN framework.
A generative adversarial network (GAN)  is a class of machine learning frameworks. Two neural networks: (i) generator, and (ii) discriminator contest with each other in a game-theoretic scenario. The generator takes a random noise as an input and generates a fake sample. The discriminator attempts to distinguish between samples drawn from the training dataset (real samples e.g hand-written digit images) and samples produced by the generative model (fake samples). This game drives the discriminator to learn to correctly classify samples as real or fake. Simultaneously, the generator attempts to fool the classifier into believing its samples are real. At convergence, the generators samples are indistinguishable from training data. For more details, please see the original paper or this post. GANs can be used for image generation; they are able to learn to generate sharp and realistic image data.
Fig. 3: Different scaling of the foreground object.
The automatic image generation problem has been studied extensively in the GAN literature [2,3,4]. It has mostly been addressed as learning a mapping from a single source, e.g. noise or semantic map, to target, e.g. images of zebras. This formulation sets a major restriction on the ability to control scene elements individually. So for instance, it is difficult to change the appearance or shape of one zebra while keeping the rest of the image scene unaltered. Let’s look at Fig. 3. If we change the object size, the background is also changed even though the input noise is the same for each row.
Our main idea resembles how a landscape painter would first sketch out the overall structure and later embellish the scene gradually with other elements to populate the scene. For example, the painting could start with mountain ranges or rivers as background while trees and animals are added sequentially as foreground instances.
The main objective is broken down into two simpler sub-tasks. First, we generate the background canvas** x0** with the background generator Gbg conditioned on a noise. Second, we sequentially add foreground objects with the foreground generator Gfg to reach the final image xT, which contains the intended T foreground objects on the canvas (T is not fixed). Our model allows user control over the objects to generate, as well as, their category, their location, their shape, and their appearance.
#image-generation #generative-adversarial #deep-learning #gans #ai #deep learning
APA Referencing Generator
Many students use APA style as the key citation style in their assignment in university or college. Although, many people find it quite difficult to write the reference of the source. You ought to miss the names and dates of authors. Hence, APA referencing generator is important for reducing the burden of students. They can now feel quite easy to do the assignments on time.
The functioning of APA referencing generator
If you are struggling hard to write the APA referencing then you can take the help of APA referencing generator. It will create an excellent list. You are required to enter the information about the source. Just ensure that the text is credible and original. If you will copy references then it is a copyright violation.
You can use a referencing generator in just a click. It will generate the right references for all the sources. You are required to organize in alphabetical order. The generator will make sure that you will get good grades.
How to use APA referencing generator?
Select what is required to be cited such as journal, book, film, and others. You can choose the type of required citations list and enter all the required fields. The fields are dates, author name, title, editor name, and editions, name of publishers, chapter number, page numbers, and title of journals. You can click for reference to be generated and you will get the desired result.
Chicago Referencing Generator
Do you require the citation style? You can rely on Chicago Referencing Generator and will ensure that you will get the right citation in just a click. The generator is created to provide solutions to students to cite their research paper in Chicago style. It has proved to be the quickest and best citation generator on the market. The generator helps to sort the homework issues in few seconds. It also saves a lot of time and energy.
This tool helps researchers, professional writers, and students to manage and generate text citation essays. It will help to write Chicago style in a fast and easy way. It also provides details and directions for formatting and cites resources.
So, you must stop wasting the time and can go for Chicago Referencing Generator or APA referencing generator. These citation generators will help to solve the problem of citation issues. You can easily create citations by using endnotes and footnotes.
So, you can generate bibliographies, references, in-text citations, and title pages. These are fully automatic referencing style. You are just required to enter certain details about the citation and you will get the citation in the proper and required format.
So, if you are feeling any problem in doing assignment then you can take the help of assignment help.
If you require help for Assignment then livewebtutors is the right place for you. If you see our prices, you will observe that they are actually very affordable. Also, you can always expect a discount. Our team is capable and versatile enough to offer you exactly what you need, the best services for the prices you can afford.
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When a developer creates a car dealer website, he needs to keep several things in mind. Instead of following a generic template to build a car dealer website, a developer should take an in-depth overview of the purpose of the website and create it accordingly.
The top kinds of car dealer websites include car dealer inventory website and used car dealer website, and a developer needs to go ahead with car dealer website design accordingly.
So car dealer website development should be conducted according to the template and the range of options available before a developer should not overwhelm a developer. There are nevertheless some best design practices that work for all car dealer websites. They create winning websites and deliver a matchless first impression.
Just as an instance, navigation tools should be made to be eye-catching and the CTAs should be innovatively placed at a familiar location. They may be made static. Using the best practices, a developer should be able to come up with a matchless WordPress car dealer website. While being oriented towards the end-user, the website should simplify the dealership experience as well.
A car dealership website is likely to require a range of add-in functionalities for simplifying its use and delivering value. This may be accomplished through coding or seamlessly integrating third-party software.
Just as an instance, a visitor should be able to search among the options available easily, based upon parameters such as petrol-driven or diesel driven, make, model, MRP, and savings. Cross search should be enabled. Similarly, if a visitor can compare two cars he likes, it boosts the odds of conversion. A clear idea of pricing and financial information will further enhance the odds of making a purchase and makes it easier for a consumer to find the best deal.
Placing the CTAs right also helps with the same. 360-degree images, magnifying glass, personalized suggestions, and product description further delivers value to search. Over 30% of visitors to your website will use the search functionality.
A dealer should come up with a fully responsive car dealer website because most of the visitors will view and use the website over their mobile devices. Other features that a car dealer website should have include pricing and finance calculators, ease of finding limited-time offers, friction-free forms, and easy to add reviews and testimonials. Professional car dealer website providers will be in the best position to create a winning Auto dealer websites for your enterprise.
#car website #used car website #car dealer website #best car dealer websites #car dealer website template #wordpress car dealer website