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An OpenCL-based FPGA Accelerator for Convolutional Neural Networks

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Hi Prof. Doonny, If i can modify the RTL blocks to a fixed pattern like 3x3x4=36 as a harden block instaed of 4x4=16. Do you think it is possible? If...

Hi doonny, I was working on weight quintization method for AlexNet. I followed the Matlab script that you have explained in the README file. I downloaded the bvlc_reference_caffenet.caffemodel and bvlc_reference_caffenet/deploy.prototxt...

I'm trying to run this on de5a-net board and I was wondering if I need to change anything in the make files before I do the mentioned flow. I'm also...

Hi, I'm trying to apply some modifications on the PiepCNN. There are two specific questions I have with regard to the PipeCNN. First, I cannot fully understand the organization of...

Hello, I'm trying to implement FlowNet in PipeCNN. From what I can tell, I need to (maybe) implement the kernels that enable the preparation of both images and also a...

Hi, Got a question with respect to PipeCNN performance numbers. Based on my experiences, I can get around 300ms/image while running VGG-16 on PipeCNN. Another paper which exactly follows the...

@doonny do you have an idea about the difference between, coding targeting fpga using opencl and coding targeting GPU and CPU using opencl ? How different are they ? what...

Hello i'm trying to use my own model with Pipe_CNN, but when i run Pipe CNN i keep getting this error Error: incorrect setting of parameter VEC_SIZE !!! I tried...

=======================================LOG======================================= \*************************************************** PipeCNN: An OpenCL-Based FPGA Accelerator for CNNs \*************************************************** XRT build version: 2.13.466 Build hash: f5505e402c2ca1ffe45eb6d3a9399b23a0dc8776 Build date: 2022-04-14 17:43:11 Git branch: 2022.1 PID: 160167 UID: 605465 [Sat Jun...

Hello,I tried project_xilinx on U200, but when running VGG16 with batch_size=1 on hardware, it took 23 seconds.why it runs so slowly on U200? Please help me. ![image](https://user-images.githubusercontent.com/42999008/230809132-d96e5046-7ec1-4157-b213-0df535b410b3.png). this is my...