66 citations · 98 across the 11 of their papers we have counts for
5 papers · 1 filter
NTT-PIM: Row-Centric Architecture and Mapping for Efficient Number-Theoretic Transform on PIM
Jaewoo Park, Sugil Lee, Jongeun Lee
Recently DRAM-based PIMs (processing-in-memories) with unmodified cell arrays have demonstrated impressive performance for accelerating AI applications. However, due to the very re…
Understanding the Feature Norm for Out-of-Distribution Detection
Jaewoo Park, Jacky Chen Long Chai, Jaeho Yoon +1
A neural network trained on a classification dataset often exhibits a higher vector norm of hidden layer features for in-distribution (ID) samples, while producing relatively lower…
Hyperdimensional Computing as a Rescue for Efficient Privacy-Preserving Machine Learning-as-a-Service
Jaewoo Park, Chenghao Quan, Hyungon Moon +1
Machine learning models are often provisioned as a cloud-based service where the clients send their data to the service provider to obtain the result. This setting is commonplace d…
Recognizability Embedding Enhancement for Very Low-Resolution Face Recognition and Quality Estimation
Jacky Chen Long Chai, Tiong-Sik Ng, Cheng-Yaw Low +2
Very low-resolution face recognition (VLRFR) poses unique challenges, such as tiny regions of interest and poor resolution due to extreme standoff distance or wide viewing angle of…
Open-Set Face Identification on Few-Shot Gallery by Fine-Tuning
Hojin Park, Jaewoo Park, Andrew Beng Jin Teoh
In this paper, we focus on addressing the open-set face identification problem on a few-shot gallery by fine-tuning. The problem assumes a realistic scenario for face identificatio…