virtex | [CVPR 2021] VirTex: Learning Visual Representations from Textual Annotations | Computer Vision library

 by   kdexd Python Version: v1.4 License: MIT

kandi X-RAY | virtex Summary

kandi X-RAY | virtex Summary

virtex is a Python library typically used in Artificial Intelligence, Computer Vision, Deep Learning, Pytorch, Tensorflow applications. virtex has no bugs, it has no vulnerabilities, it has build file available, it has a Permissive License and it has high support. You can download it from GitHub.

Karan Desai and Justin Johnson University of Michigan . Model Zoo, Usage Instructions and API docs: [kdexd.github.io/virtex] VirTex is a pretraining approach which uses semantically dense captions to learn visual representations. We train CNN + Transformers from scratch on COCO Captions, and transfer the CNN to downstream vision tasks including image classification, object detection, and instance segmentation. VirTex matches or outperforms models which use ImageNet for pretraining — both supervised or unsupervised — despite using up to 10x fewer images.
Support
    Quality
      Security
        License
          Reuse

            kandi-support Support

              virtex has a highly active ecosystem.
              It has 541 star(s) with 63 fork(s). There are 14 watchers for this library.
              OutlinedDot
              It had no major release in the last 12 months.
              There are 6 open issues and 23 have been closed. On average issues are closed in 26 days. There are 2 open pull requests and 0 closed requests.
              It has a positive sentiment in the developer community.
              The latest version of virtex is v1.4

            kandi-Quality Quality

              virtex has 0 bugs and 24 code smells.

            kandi-Security Security

              virtex has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.
              virtex code analysis shows 0 unresolved vulnerabilities.
              There are 7 security hotspots that need review.

            kandi-License License

              virtex is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              virtex releases are available to install and integrate.
              Build file is available. You can build the component from source.
              Installation instructions are not available. Examples and code snippets are available.

            Top functions reviewed by kandi - BETA

            kandi has reviewed virtex and discovered the below as its top functions. This is intended to give you an instant insight into virtex implemented functionality, and help decide if they suit your requirements.
            • Launch num_GPU processes
            • Synchronization barrier
            • Execute a job worker
            • Evaluate predictions
            • Loads checkpointables from checkpoint file
            • Create a dataset from a config
            • Create a new instance
            • Forward computation
            • Make a torch Tensor
            • Loads checkpointables from given path
            • Load model state dictionary
            • Common setup
            • Dump the configuration to a file
            • Create a Resnet50 model
            • Load the optimizer
            • Yield batches of data from given dataloader
            • Return a string representation of the predictions
            • Build configuration for detectron2
            • Return a string representation of predictions
            • Calculate the average across all processes
            • Returns a string representation of the prediction
            • Compute embeddings
            • Argument parser
            • Returns a dictionary of detectron2 backbone state
            • Create a new dataset from a config object
            • Returns a list of modelzoo configs
            • Update the checkpoint with the given metric
            • Construct a model from a Config object
            Get all kandi verified functions for this library.

            virtex Key Features

            No Key Features are available at this moment for virtex.

            virtex Examples and Code Snippets

            No Code Snippets are available at this moment for virtex.

            Community Discussions

            QUESTION

            Flutter Card Contents Not Displaying
            Asked 2021-May-21 at 09:45

            Good day! So I'm fairly new to flutter, so I have a little to no idea how to layout several widgets, let alone several widgets inside a card.

            So I want to come up with this kind of output [1]: https://i.stack.imgur.com/EpquW.png

            But when I try to run my code, it returns as blank (See picture for reference) [2]: https://i.stack.imgur.com/GFtgY.png

            This is my code:

            ...

            ANSWER

            Answered 2021-May-21 at 09:45

            Well, for you first question, it's showing a blank page because you need to set a size for the Column that you have inside the Card, like this:

            Source https://stackoverflow.com/questions/67633423

            QUESTION

            Flutter Card Layout
            Asked 2021-May-19 at 06:48

            So I'm new to flutter, and I'm trying to make a card. But I can't seem to get my desired output.

            I tried to separate the different widgets, by using rows and columns, but I kept messing it up.

            This is my target output Target output This is my current progressCurrent progress

            ...

            ANSWER

            Answered 2021-May-19 at 06:48

            QUESTION

            TX buffer of Multi-gigabit transceiver GTP
            Asked 2018-Jun-06 at 08:58

            Now I am making a project relating to MGT (Multi-Gigabit Transceiver) GTP.

            Because I am a newbie in verilog programming language, I have one question about the MGT GTP.

            In the Xilinx document (Virtex-5 FPGA ROCKETIO GTP transceiver), TX sides (figure) has one FIFO-TX buffer (Phase adjust FiFo and Oversampling).

            From the information I read in this document, I understand that this module is only used to adjust the clock phase of TX side and minimize the skew of the GTP transceiver.

            It is not difficult for me to generate one asynchronous or synchronous FIFO to connect to MGT GTP but it will increase the jitter latency.

            I thought that if I can use TX buffer inside the MGT GTP, it is possible to reduce the jitter latency.

            Therefore, my question is that

            Could I use this TX buffer to transmit data as synchronous or asynchronous FIFO bram ?

            If I can use this buffer as synchr and asynchr FIFO, are there the status flag (empty or full) for this TX buffer ?

            Thank you so much

            ...

            ANSWER

            Answered 2018-Jun-06 at 08:58

            You cannot use it "as" a BRAM as it is an internal transceiver component. It's an internal asynchronous FIFO that bridges the TXUSERCLK domain to the XCLK domain, and nothing more. It looks like you can get a 'water mark' status signal out of the buffer via the TXBUFSTATUSn signal, but this is only a one-bit signal indicating more or less than half full, not a full or empty indication. And there is no way to indicate that data into the FIFO is valid or not, every cycle in the TXUSERCLK domain is considered valid data. The phase alignment/deskew routines seem to be the only thing that can actually change the amount of data in the buffer. Well, that and running TXUSERCLK at a different frequency than XCLK, but this will just result in buffer overflow or buffer underflow, necessitating a reset of the transmitter. The thing to note about the deskew routines is that they are designed to align the XCLK of two adjacent transmitter channels, not to minimize the delay through a single channel.

            I have no idea what you mean by "jitter latency."

            Source https://stackoverflow.com/questions/50483248

            QUESTION

            PCIe DMA Driver for Linux
            Asked 2018-Mar-19 at 13:25

            I am currently working on a Virtex 7 FPGA . I am trying to install the driver for the PCIe DMA driver for linux . But it is giving me the following error :

            error: implicit declaration of function ‘pci_enable_msix’ [-Werror=implicit-function-declaration]

            Can someone help me with this error ?

            ...

            ANSWER

            Answered 2018-Mar-10 at 07:22

            Linux 4.8 replaced it with pci_enable_msix_range. You can fix it like this:

            Source https://stackoverflow.com/questions/49203728

            QUESTION

            Reaching clock regions using BUFIO and BUFG
            Asked 2017-Mar-18 at 16:54

            I need to realize a source-synchronous receiver in a Virtex 6 that receives data and a clock from a high speed ADC. For the SERDES Module I need two clocks, that are basically the incoming clock, buffered by BUFIO and BUFR (recommended). I hope my picture makes the situation clear.

            Clock distribution

            My problem is, that I have some IOBs, that cannot be reached by the BUFIO because they are in a different, not adjacent clock region. A friend recommended using the MMCM and connecting the output to a BUFG, which can reach all IOBs. Is this a good idea? Can't I connect my LVDS clock buffer directly to a BUFG, without using the MMCM before?

            My knowledge about FPGA Architecture and clocking regions is still very limited, so it would be nice if anybody has some good ideas, wise words or has maybe worked out a solution to a similar problem in the past.

            ...

            ANSWER

            Answered 2017-Mar-18 at 16:54

            It is quite common to use a MMCM for external inputs, if only to cleanup the signal and realize some other nice features (like 90/180/270 degree phase shift for quad-data rate sampling).

            With the 7-series they introduced the multi-region clock buffer (BUFMR) that might help you here. Xilinx has published a nice answer record on which clock buffer to use when: 7 Series FPGA Design Assistant - Details on using different clocking buffers

            I think your friends suggestion is correct.

            Also check this application note for some suggestions: LVDS Source Synchronous 7:1 Serialization and Deserialization Using Clock Multiplication

            Source https://stackoverflow.com/questions/42874156

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

            Vulnerabilities

            No vulnerabilities reported

            Install virtex

            You can download it from GitHub.
            You can use virtex like any standard Python library. You will need to make sure that you have a development environment consisting of a Python distribution including header files, a compiler, pip, and git installed. Make sure that your pip, setuptools, and wheel are up to date. When using pip it is generally recommended to install packages in a virtual environment to avoid changes to the system.

            Support

            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 .
            Find more information at:

            Find, review, and download reusable Libraries, Code Snippets, Cloud APIs from over 650 million Knowledge Items

            Find more libraries

            Stay Updated

            Subscribe to our newsletter for trending solutions and developer bootcamps

            Agree to Sign up and Terms & Conditions

            Share this Page

            share link