4 citations · 5 across the 6 of their papers we have counts for
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Efficient Coarse-to-Fine Diffusion Models with Time Step Sequence Redistribution
Yu-Shan Tai, An-Yeu, Wu
Recently, diffusion models (DMs) have made significant strides in high-quality image generation. However, the multi-step denoising process often results in considerable computation…
Quick Bypass Mechanism of Zero-Shot Diffusion-Based Image Restoration
Yu-Shan Tai, An-Yeu, Wu
Recent advancements in diffusion models have demonstrated remarkable success in various image generation tasks. Building upon these achievements, diffusion models have also been ef…
MPTQ-ViT: Mixed-Precision Post-Training Quantization for Vision Transformer
Yu-Shan Tai, An-Yeu, Wu
While vision transformers (ViTs) have shown great potential in computer vision tasks, their intense computation and memory requirements pose challenges for practical applications.…
Compression-aware Projection with Greedy Dimension Reduction for Convolutional Neural Network Activations
Yu-Shan Tai, Chieh-Fang Teng, Cheng-Yang Chang +1
Convolutional neural networks (CNNs) achieve remarkable performance in a wide range of fields. However, intensive memory access of activations introduces considerable energy consum…