73 citations · 135 across the 4 of their papers we have counts for
4 papers
SyncDiffusion: Coherent Montage via Synchronized Joint Diffusions
Yuseung Lee, Kunho Kim, Hyunjin Kim +1
The remarkable capabilities of pretrained image diffusion models have been utilized not only for generating fixed-size images but also for creating panoramas. However, naive stitch…
CTMQ: Cyclic Training of Convolutional Neural Networks with Multiple Quantization Steps
HyunJin Kim, Jungwoo Shin, Alberto A. Del Barrio
This paper proposes a training method having multiple cyclic training for achieving enhanced performance in low-bit quantized convolutional neural networks (CNNs). Quantization is…
PLAM: a Posit Logarithm-Approximate Multiplier
Raul Murillo, Alberto A. Del Barrio, Guillermo Botella +3
The Posit Number System was introduced in 2017 as a replacement for floating-point numbers. Since then, the community has explored its application in Neural Network related tasks a…
The Effects of Approximate Multiplication on Convolutional Neural Networks
Min Soo Kim, Alberto A. Del Barrio, HyunJin Kim +1
This paper analyzes the effects of approximate multiplication when performing inferences on deep convolutional neural networks (CNNs). The approximate multiplication can reduce the…