LDF | CVPR2020 paper Label Decoupling Framework | Machine Learning library

 by   weijun88 Python Version: Current License: No License

kandi X-RAY | LDF Summary

kandi X-RAY | LDF Summary

LDF is a Python library typically used in Institutions, Learning, Education, Artificial Intelligence, Machine Learning, Deep Learning, Pytorch applications. LDF has no bugs, it has no vulnerabilities and it has low support. However LDF build file is not available. You can download it from GitHub.

To get more accurate saliency maps, recent methods mainly focus on aggregating multi-level features from fully convolutional network (FCN) and introducing edge information as auxiliary supervision. Though remarkable progress has been achieved, we observe that the closer the pixel is to the edge, the more difficult it is to be predicted, because edge pixels have a very imbalance distribution. To address this problem, we propose a label decoupling framework (LDF) which consists of a label decoupling (LD) procedure and a feature interaction network (FIN). LD explicitly decomposes the original saliency map into body map and detail map, where body map concentrates on center areas of objects and detail map focuses on regions around edges. Detail map works better because it involves much more pixels than traditional edge supervision. Different from saliency map, body map discards edge pixels and only pays attention to center areas. This successfully avoids the distraction from edge pixels during training. Therefore, we employ two branches in FIN to deal with body map and detail map respectively. Feature interaction (FI) is designed to fuse the two complementary branches to predict the saliency map, which is then used to refine the two branches again. This iterative refinement is helpful for learning better representations and more precise saliency maps. Comprehensive experiments on six benchmark datasets demonstrate that LDF outperforms state-of-the-art approaches on different evaluation metrics.
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            kandi-support Support

              LDF has a low active ecosystem.
              It has 58 star(s) with 11 fork(s). There are 5 watchers for this library.
              OutlinedDot
              It had no major release in the last 6 months.
              There are 4 open issues and 3 have been closed. On average issues are closed in 2 days. There are no pull requests.
              It has a neutral sentiment in the developer community.
              The latest version of LDF is current.

            kandi-Quality Quality

              LDF has 0 bugs and 0 code smells.

            kandi-Security Security

              LDF has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              LDF code analysis shows 0 unresolved vulnerabilities.
              There are 0 security hotspots that need review.

            kandi-License License

              LDF 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

              LDF releases are not available. You will need to build from source code and install.
              LDF has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.
              It has 888 lines of code, 74 functions and 10 files.
              It has low code complexity. Code complexity directly impacts maintainability of the code.

            Top functions reviewed by kandi - BETA

            kandi has reviewed LDF and discovered the below as its top functions. This is intended to give you an instant insight into LDF implemented functionality, and help decide if they suit your requirements.
            • Train the given dataset
            • Compute the mean loss between pred and mask
            • Split a map of image
            Get all kandi verified functions for this library.

            LDF Key Features

            No Key Features are available at this moment for LDF.

            LDF Examples and Code Snippets

            No Code Snippets are available at this moment for LDF.

            Community Discussions

            QUESTION

            ldf is not supported
            Asked 2022-Apr-15 at 20:49

            I install asammdf package to read dat file in python. After installing asammdf using pip install asammdf, the installation is successful. However, when I import asammdf, I got ldf is not supported. May I know how to solve this issue and after installing the asammdf? Moreover I also cannot open the spyder in my anaconda

            ...

            ANSWER

            Answered 2022-Apr-15 at 20:49

            That is just a warning message from the canmatrix library. If you don't use LIN database file (ldf files) for bus logging decoding then you can just ignore it.

            If you really want to make it go away then just install the ldfparser package since this is required for ldf support ( see https://github.com/ebroecker/canmatrix/blob/6ed291b73a5824e367615c99ee1b4e6084eb026e/setup.py#L98)

            Source https://stackoverflow.com/questions/71869085

            QUESTION

            How to protect my SQL Server mdf/ldf files on the customer's PC?
            Asked 2022-Feb-18 at 09:59

            For some reason, I must save the SQL Server files (.mdf and .ldf files) on the customer's computer. But I don't want anyone to attach my database and see my data, except my application.

            Do we have any way to implement this requirement?

            ...

            ANSWER

            Answered 2022-Feb-18 at 09:59

            You can use the Transparent Data Encryption (TDE) but it is only available for Enterprise version or Standard since 2019.

            Source https://stackoverflow.com/questions/71167744

            QUESTION

            My for loop operating on each timestamp in high frequency data is ineffective
            Asked 2022-Feb-03 at 15:21

            I am using R to calculate whole lake temperatures at every timestamp from the open water season.

            I have loggers at various depths logging temperature every 10 minutes.

            Each data frame for each lake has over 100k entries with over 10k different timestamps.

            This is how I have solved this using a for loop. However, the code is extremely inefficient and it takes a couple of hours per lake depending how deep it is (deeper lakes have more loggers).

            Example below resembles what my data look like. Running the script on the example goes fast, but takes hours on real data.

            There should be a more effective way of doing this, with some apply-family function but idk how.

            ...

            ANSWER

            Answered 2022-Feb-03 at 10:18

            How about using data.table, grouping by date, and then applying the whole.lake.temperature function:

            Source https://stackoverflow.com/questions/70968480

            QUESTION

            How to use loop function to rename multiple files' name after read them in R?
            Asked 2022-Jan-29 at 05:04

            I have multiple files under the folder of "rawdata", after read them and assigned them as seperated dataset, i also want to rename them from "dataset 1 a.csv" to "dataset1".

            I wrote the code that achieve the first goal,using the first loop read all files as a list, then use the second loop to unset the list: ldf. But I don't know where I should add the code to let R change all file's name at once? I tried to add str_replace_all (names(ldf)," ", "-") at different places, but all returned wrong outputs, and it cannot solve the issue of getting rid of ".csv". Thanks a lot~~

            Here is my code:

            ...

            ANSWER

            Answered 2022-Jan-29 at 05:04

            I'm not sure the pattern of the name you want to replace, but if it is blank-number-blank-letter.csv, use gsub to remove. You then appear to want to add the index to the name, so paste0 with index i.

            I'm not sure how you will import,but can use read.csv

            Assign will assign the name.

            Source https://stackoverflow.com/questions/70900759

            QUESTION

            Apply a function to a list of dataframes n list elements at a time
            Asked 2022-Jan-21 at 23:16

            I have a dataframe that contains a grouping variable. Trivial to create a list of dataframes using group_split but then I'd like to turn around and make a plot that groups these 5 at a time using facetting. For reproducibility I'll use mtcars

            ...

            ANSWER

            Answered 2022-Jan-21 at 23:14

            As per comments, here's my suggestion without the group_split:

            Source https://stackoverflow.com/questions/70808485

            QUESTION

            Error restoring SQL Server backup to a new database
            Asked 2021-Nov-14 at 16:51

            I created a backup of a SQL Server database named mydb. I need to restore it programmatically with a C# code.

            The restore must create a new database named mydbnew. I'm doing it using the Microsoft.SqlServer.Management.Smo library.

            The code is this:

            ...

            ANSWER

            Answered 2021-Nov-14 at 16:51

            Solved.

            I changed the Relocate section with this version:

            Source https://stackoverflow.com/questions/69789336

            QUESTION

            How the unallocated space in SQL Server affects copying to another SQL Server
            Asked 2021-Oct-25 at 18:59

            I am a newbie in SQL Server, I have a task to move the whole SQL Server to another.

            I am trying to estimate how much space I need in the new SQL Server.

            I ran EXEC sp_spaceused

            And the following came up:

            When I look into the output, it seems that the Database is using ~122GB (reserved), but when looking in the total database size (mdf + ldf) it is ~1.8 TB.

            Does that mean when I copy the Database from the existing SQL Server to a new one I will need ~1.8 TBs into the new?

            I am thinking about creating a back-up and copy the back-up to the new Server. How does the back-up takes into consideration the unallocated space? Does the back gets closer to the reserved or the database_size? I understand that this is without taking into consideration the uncompressed in the back-up, which will improve the file size.

            Thx for the help.

            ...

            ANSWER

            Answered 2021-Oct-25 at 16:35

            The backup file will be much smaller than 1.8TB, since unallocated pages are not backed up. But the log and data files themselves will be restored to an identical size, so you will need 1.8TB on the target in order to restore the database in its current state.

            Did you check to see if your log file is large due to some uncontrolled growth that happened at some point and is maybe no longer necessary? If this is where all your size is, it's quite possible you can fix this before the move. Make sure you have a full backup and take at least one log backup, then use DBCC SHRINKFILE to bring the log file back into the right stratosphere, especially if it was caused by either a one-time abnormal event or a prolonged log backup neglect that has now been addressed.

            I really don't recommend copying/moving the mdf/ldf files (background) or using the SSMS UI to "do a copy" since you can have much greater control over what you're actually doing by using proper BACKUP DATABASE and RESTORE DATABASE commands.

            How do I verify how much of the log data is being used?

            If you're taking regular log backups (or are in simple recovery), it should usually be a very small % of the file. DBCC SQLPERF(LogSpace); will tell you % in use for all log files.

            To minimize the size that the log will require in the backup file itself, then:

            • if full recovery, back up the log first.
            • if simple recovery, run a couple of CHECKPOINT; commands first.

            Source https://stackoverflow.com/questions/69682655

            QUESTION

            Container can't connect to microsoft sql server in docker-compose
            Asked 2021-Oct-23 at 17:19

            I have docker-compose.yml file with two services:

            • a NodeJs API
            • a microsoft mssql database
            docker-compose.yml: ...

            ANSWER

            Answered 2021-Oct-22 at 15:19

            You should be configuring your API to communicate with the MSSQL instance within the Docker Compose network using DNS names. Like below

            Source https://stackoverflow.com/questions/69679111

            QUESTION

            the if statement is not working inspite of it's value being true while used with an mongoose object in node
            Asked 2021-Oct-15 at 09:45

            so I am creating an bidding app, this is the schema for the bidding model

            ...

            ANSWER

            Answered 2021-Oct-15 at 09:45

            Mongoose model instances are not ordinary objects. They generally have special methods to generate the json output you see when performing a console.log. This means the field very well may be present, but simply not rendered in the console output due to the fact that it's sub-properties are not set.

            Since highestBidder has sub-properties, likely the default boolean if-check you are performing returns true due to those properties. You may be able to avoid this via:

            Source https://stackoverflow.com/questions/69582509

            QUESTION

            How to define a proper objective function in python for the optimization solver
            Asked 2021-Oct-11 at 18:54

            I need to define an optimization objective function for Scipy SLSQP slover. The difficulties is that the number of independent variables in my objective function is not fixed. I was trying to use the following code:

            ...

            ANSWER

            Answered 2021-Oct-07 at 16:27

            You have defined one of the functions wrong, although it's hard for me to say which is 'technically correct'. Either way, your special case function does not match what the generic function shows in the case of len(Dind) = 4:

            Source https://stackoverflow.com/questions/69484049

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

            Vulnerabilities

            No vulnerabilities reported

            Install LDF

            Download the following datasets and unzip them into data folder.
            PASCAL-S
            ECSSD
            HKU-IS
            DUT-OMRON
            DUTS
            THUR15K

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