Going Further With Winograd Convolutions: Tap-Wise Quantization for Efficient Inference on 4x4 Tiles

Author:

Andri Renzo1,Bussolino Beatrice1,Cipolletta Antonio1,Cavigelli Lukas1,Wang Zhe1

Affiliation:

1. Computing Systems Lab, Huawei Zurich Research Center

Funder

Huawei Technologies

Publisher

IEEE

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Accelerating Frequency-domain Convolutional Neural Networks Inference using FPGAs;2024 IEEE International Symposium on Circuits and Systems (ISCAS);2024-05-19

2. Fast Convolution Meets Low Precision: Exploring Efficient Quantized Winograd Convolution on Modern CPUs;ACM Transactions on Architecture and Code Optimization;2024-01-19

3. Wino Vidi Vici: Conquering Numerical Instability of 8-bit Winograd Convolution for Accurate Inference Acceleration on Edge;2024 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV);2024-01-03

4. A 28-nm 19.9-to-258.5-TOPS/W 8b Digital Computing-in-Memory Processor With Two-Cycle Macro Featuring Winograd-Domain Convolution and Macro-Level Parallel Dual-Side Sparsity;IEEE Journal of Solid-State Circuits;2024

5. Accelerating Large Kernel Convolutions with Nested Winograd Transformation;2023 IFIP/IEEE 31st International Conference on Very Large Scale Integration (VLSI-SoC);2023-10-16

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