AFN | Moire Removal via Attentive Fractal Network , CVPRW | Machine Learning library

 by   Ir1d Python Version: Current License: No License

kandi X-RAY | AFN Summary

kandi X-RAY | AFN Summary

AFN is a Python library typically used in Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. AFN has no bugs, it has no vulnerabilities, it has build file available and it has low support. You can download it from GitHub.

Moire patterns are commonly seen artifacts when taking photos of screens and other objects with high-frequency textures. It's challenging to remove the moire patterns considering its complex color and shape. In this work, we propose an Attentive Fractal Network to effectively solve this problem. First, we construct each Attentive Fractal Block with progressive feature fusion and channel-wise attention guidance. The network is then fractally stacked with the block on each of its levels. Second, to further boost the performance, we adopt a two-stage augmented refinement strategy. With these designs, our method wins the burst demoireing track and achieves second place in single image demoireing and single image deblurring tracks in NTIRE20 Challenges. Extensive experiments demonstrate the superiority of our method for moire pattern removal compared to existing state-of-the-art methods, and prove the effectiveness of its each component.
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            kandi-support Support

              AFN has a low active ecosystem.
              It has 23 star(s) with 3 fork(s). There are 2 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 0 open issues and 3 have been closed. On average issues are closed in 11 days. There are 1 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of AFN is current.

            kandi-Quality Quality

              AFN has no bugs reported.

            kandi-Security Security

              AFN has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              AFN does not have a standard license declared.
              Check the repository for any license declaration and review the terms closely.
              OutlinedDot
              Without a license, all rights are reserved, and you cannot use the library in your applications.

            kandi-Reuse Reuse

              AFN releases are not available. You will need to build from source code and install.
              Build file is available. You can build the component from source.
              Installation instructions, examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed AFN and discovered the below as its top functions. This is intended to give you an instant insight into AFN implemented functionality, and help decide if they suit your requirements.
            • Perform training step
            • Compute the model
            • Load a model
            • Load a module
            • Performs a single step
            • Add command line arguments to the parser
            • Performs validation step
            • Unshuffle the input array
            • Load a model
            • Get the loss for a given model
            Get all kandi verified functions for this library.

            AFN Key Features

            No Key Features are available at this moment for AFN.

            AFN Examples and Code Snippets

            No Code Snippets are available at this moment for AFN.

            Community Discussions

            QUESTION

            Using Structure before Initialization
            Asked 2021-Jun-10 at 04:47

            I am having initialization trouble with an exchange rate structure. In the method getRates I have been trying to implement dictionary key / value logic to copy exchange rates into an ordered array. I am getting the error "Variable 'moneyRates' used before being initialized". I tried adding a memberwise initializer but was unsure how to initialize the rate array. I have also been wondering if I should move the instance of MoneyRates to the top of the class instead of in the getRates method.

            ...

            ANSWER

            Answered 2021-Jun-10 at 04:47

            The error you are getting is because you declare the variable "moneyRates" but you do not instantiate it to something.

            Source https://stackoverflow.com/questions/67912898

            QUESTION

            Modeling JSON Currency Object
            Asked 2021-Jun-08 at 06:57

            I have a question concerning modeling JSON data.

            I am trying to figure out how to decode JSON exchange rate data. The JSON file consists of a date, base currency ("eur" in the example below), and some currencies with rates compared to the base currency. It would be a straight forward nested JSON object without the base currency, but with the base currency thrown in the middle without a key I'm not sure where to begin.

            Do I need codingKeys for the base currency and rates? How do you handle the missing base currency key?

            ...

            ANSWER

            Answered 2021-Jun-08 at 06:57

            Honestly for this particular JSON I'd use traditional JSONSerialization

            Source https://stackoverflow.com/questions/67880495

            QUESTION

            larave api response show in foreach loop
            Asked 2021-Jun-01 at 05:13

            How can I show JSON response in foreach loop:

            ...

            ANSWER

            Answered 2021-Jun-01 at 04:15

            You need to pass the correct information into the $data variable. Change from this

            Source https://stackoverflow.com/questions/67782527

            QUESTION

            Address already in use when sending message to websocket
            Asked 2021-May-03 at 08:18

            I’m using the manifold.stream library to send a message through a websocket:

            ...

            ANSWER

            Answered 2021-May-03 at 08:13

            Only you will be able to answer your question. The error means that there is already a process that is listining on that port. If you're running a Linux box, use lsof -i (as root or using sudo) to find out which process.

            The most likely scenario is that you've run your code already. I.e., you'll find out that a Clojure process is still using that port. And this in turn can easily happen when you forget to stop the server before executing the start-server again. According to the Aleph documentation on start-server, you would need to call .close on the server var.

            Source https://stackoverflow.com/questions/67365247

            QUESTION

            Exchange Rate Key Value Lookup With Weird JSON File Format
            Asked 2021-Apr-29 at 01:13

            I need help with currency exchange rate lookup given a key (3 digit currency code). The JSON object is rather unusual with no lablels such as date, timestamp, success, or rate. The first string value is the base or home currency. In the example below it is "usd" (US dollars).

            I would like to cycle through all the currencies to get each exchange rate by giving its 3 digit currency code and storing it in an ordered array.

            ...

            ANSWER

            Answered 2021-Apr-29 at 01:13

            Thanks lorem ipsum for your help. Below is the updated ASI logic that copies the exchange rates to the rateArray using key/value lookups.

            Source https://stackoverflow.com/questions/67285816

            QUESTION

            Stormcrawler not retrieving all text content from web page
            Asked 2021-Apr-27 at 08:07

            I'm attempting to use Stormcrawler to crawl a set of pages on our website, and while it is able to retrieve and index some of the page's text, it's not capturing a large amount of other text on the page.

            I've installed Zookeeper, Apache Storm, and Stormcrawler using the Ansible playbooks provided here (thank you a million for those!) on a server running Ubuntu 18.04, along with Elasticsearch and Kibana. For the most part, I'm using the configuration defaults, but have made the following changes:

            • For the Elastic index mappings, I've enabled _source: true, and turned on indexing and storing for all properties (content, host, title, url)
            • In the crawler-conf.yaml configuration, I've commented out all textextractor.include.pattern and textextractor.exclude.tags settings, to enforce capturing the whole page

            After re-creating fresh ES indices, running mvn clean package, and then starting the crawler topology, stormcrawler begins doing its thing and content starts appearing in Elasticsearch. However, for many pages, the content that's retrieved and indexed is only a subset of all the text on the page, and usually excludes the main page text we are interested in.

            For example, the text in the following XML path is not returned/indexed:

            (text)

            While the text in this path is returned:

            Are there any additional configuration changes that need to be made beyond commenting out all specific tag include and exclude patterns? From my understanding of the documentation, the default settings for those options are to enforce the whole page to be indexed.

            I would greatly appreciate any help. Thank you for the excellent software.

            Below are my configuration files:

            crawler-conf.yaml

            ...

            ANSWER

            Answered 2021-Apr-27 at 08:07

            IIRC you need to set some additional config to work with ChomeDriver.

            Alternatively (haven't tried yet) https://hub.docker.com/r/browserless/chrome would be a nice way of handling Chrome in a Docker container.

            Source https://stackoverflow.com/questions/67129360

            QUESTION

            Insert json data into postgres table using python
            Asked 2021-Apr-26 at 16:29

            We have a python script which pulls data form an API endpoint this way:

            ...

            ANSWER

            Answered 2021-Apr-26 at 16:29

            Based on assumptions about what you are trying to achieve, an example:

            Source https://stackoverflow.com/questions/67268723

            QUESTION

            Dynamically Changing the Base Currency
            Asked 2021-Apr-25 at 20:54

            I have a currency API that returns a JSON object containing a strange arrangement: the base currency is used as a label. Typical currency APIs have labels like "base", "date", "success", and "rates", but this API doesn't have any of those.

            ...

            ANSWER

            Answered 2021-Apr-25 at 20:54
            import SwiftUI
            //You can't use the standard Codable for this. You have to make your own.
            class BaseCurrency: Codable {
                let id = UUID()
                var baseCurrencies: [String : [String: Double]] = [:]
                required public init(from decoder: Decoder) throws {
                    do{
                        print(#function)
                        let baseContainer = try decoder.singleValueContainer()
                        let base = try baseContainer.decode([String : [String: Double]].self)
                        for key in base.keys{
                            baseCurrencies[key] = base[key]
                        }
                    }catch{
                        print(error)
                        throw error
                    }
                }
                //@State should never be used outside a struct that is a View
            }
            struct CurrencyView: View {
                @StateObject var vm: CurrencyViewModel = CurrencyViewModel()
                
                var body: some View {
                    VStack{
                        List{
                            if vm.results != nil{
                                ForEach(vm.results!.baseCurrencies.sorted{$0.key < $1.key}, id: \.key) { key, baseCurrency in
                                    DisclosureGroup(key){
                                        ForEach(baseCurrency.sorted{$0.key < $1.key}, id: \.key) { key, rate in
                                            HStack{
                                                Text(key)
                                                Text(rate.description)
                                            }
                                        }
                                    }
                                }
                            }else{
                                Text("waiting...")
                            }
                        }
                        //To select another rate to go fetch
                        RatesPickerView().environmentObject(vm)
                    }.onAppear(){
                        vm.UpdateRates()
                    }
                }
            }
            struct RatesPickerView: View {
                @EnvironmentObject var vm: CurrencyViewModel
                var body: some View {
                    if vm.results != nil{
                        //You can probaly populate this picker with the keys in
                        // baseCurrency.baseCur.baseS
                        Picker("rates", selection: $vm.selectedBaseCurrency){
                            ForEach((vm.results!.baseCurrencies.first?.value.sorted{$0.key < $1.key})!, id: \.key) { key, rate in
                                Text(key).tag(key)
                            }
                        }
                    }else{
                        Text("waiting...")
                    }
                }
            }
            class CurrencyViewModel: ObservableObject{
                
                @Published var results: BaseCurrency?
                @Published var selectedBaseCurrency: String = "usd"{
                    didSet{
                        UpdateRates()
                    }
                }
                init() {
                    //If you can .onAppear you don't need it here
                    //UpdateRates()
                }
                func UpdateRates() {
                    print(#function)
                    let baseUrl = "https://cdn.jsdelivr.net/gh/fawazahmed0/currency-api@1/latest/currencies/"
                    let baseCur = selectedBaseCurrency   // usd
                    let requestType = ".json"
                    
                    guard let url = URL(string: baseUrl + baseCur + requestType) else {
                        print("Invalid URL")
                        return
                    }
                    let request = URLRequest(url: url)
                    URLSession.shared.dataTask(with: request) { data, response, error in
                        if let data = data {
                            do{
                                let decodedResponse = try JSONDecoder().decode(BaseCurrency.self, from: data)
                                
                                DispatchQueue.main.async {
                                    
                                    if self.results == nil{
                                        //Assign a new base currency
                                        self.results = decodedResponse
                                    }else{ //merge the existing with the new result
                                        for base in decodedResponse.baseCurrencies.keys{
                                            self.results?.baseCurrencies[base] = decodedResponse.baseCurrencies[base]
                                        }
                                    }
                                    //update the UI
                                    self.objectWillChange.send()
                                }
                                
                            }catch{
                                //Error thrown by a try
                                print(error)//much more informative than error?.localizedDescription
                            }
                        }
                        if error != nil{
                            //data task error
                            print(error!)
                        }
                    }.resume()
                }
            }
            struct CurrencyView_Previews: PreviewProvider {
                static var previews: some View {
                    CurrencyView()
                }
            }
            

            Source https://stackoverflow.com/questions/67237688

            QUESTION

            JQuery Live filter for div
            Asked 2021-Apr-24 at 06:49

            I have div blocks which contain title and information. I have a script which works and search but for all information. I need my search works only for title. I think about maybe make some filter for search by .overlay-cls and h4

            My script:

            ...

            ANSWER

            Answered 2021-Apr-24 at 06:49

            You want to search the h4 in each .country-box:

            Source https://stackoverflow.com/questions/67239668

            QUESTION

            Place key-value pairs of a JSON object into separate columns
            Asked 2021-Apr-21 at 21:46

            I have a JSON object which I have declared in SQL Server like so

            ...

            ANSWER

            Answered 2021-Apr-16 at 11:00

            One method is using 2 calls to OPENJSON:

            Source https://stackoverflow.com/questions/67123810

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install AFN

            create and activate a virtual environment with Python >= 3.6.

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            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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            https://github.com/Ir1d/AFN.git

          • CLI

            gh repo clone Ir1d/AFN

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            git@github.com:Ir1d/AFN.git

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