Implementation of convolution layer in different flavors
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Oct 8, 2017 - C
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im2col
Here are 9 public repositories matching this topic...
A Flexible and Energy Efficient Accelerator For Sparse Convolution Neural Network
deep-neural-networks accelerator convolutional-neural-networks sparse-matrix gemm noc im2col hardware-accelerator eyeriss-v2
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Aug 28, 2024 - Verilog
Convolutions and more as einsum for PyTorch
fisher pytorch convolution ntk transpose-convolution im2col kfac einsum tensornetwork einsum-notation vjp jvp ggn
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Jun 6, 2024 - Python
Accelerating convolution using numba, cupy and xnor in python
cuda parallelization numba fast-convolutions popcount binary-convolutions convolution2d xnor-convolutions cupy vectorized-computation im2col bitpacking python-cuda
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Feb 16, 2020 - Jupyter Notebook
Source code of "BP-Im2col: An implicit Im2col framework for efficient CNN backpropagation", accepted at ICCD 2022 and "CRSPU: Exploit Commonality of Regular Sparsity to Support Various Convolutions on Systolic Arrays", accepted at DATE 2023.
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May 18, 2022 - Python
Fast bare-bones implementation of convolutional layers, residual blocks, Adam optimizer, backpropagation and custom accuracy and loss functions (F1 score per pixel and binary-crossentropy)
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Mar 27, 2019 - Python
Implementation of the im2col function for 2D images (e.g. gray-scale).
python c cpp neon python3 simd ctypes avx2 simd-instructions wrapper-library ctypes-wrapper simd-intrinsics im2col col2im
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Jan 7, 2025 - C++
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