High Accuracy

High accuracy in machine learning models is a central research objective, focusing on improving the precision and reliability of predictions across diverse applications. Current efforts concentrate on developing efficient algorithms and architectures, such as deep neural networks, ensemble methods, and spiking neural networks, to achieve high accuracy while addressing limitations like memory constraints, computational cost, and data scarcity. These advancements are crucial for improving the performance of various systems, from speech recognition and natural language processing to medical image analysis and resource-limited device applications.

Papers

March 17, 2023

High Accurate and Explainable Multi-Pill Detection Framework with Graph Neural Network-Assisted Multimodal Data Fusion
Anh Duy Nguyen, Huy Hieu Pham, Huynh Thanh Trung, Quoc Viet Hung Nguyen, Thao Nguyen Truong, Phi Le Nguyen
Graph Neural High Accuracy Multimodal Data Fusion Pill Recognition

March 10, 2023

Enhancing the accuracies by performing pooling decisions adjacent to the output layer
Yuval Meir, Yarden Tzach, Ronit D. Gross, Ofek Tevet, Roni Vardi, Ido Kanter
Decision Relevant Information Deep Architecture Linear Neural Network High Accuracy Last Layer Layer Output Pooling Operator

March 8, 2023

Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks
Tong Bu, Wei Fang, Jianhao Ding, PengLin Dai, Zhaofei Yu, Tiejun Huang
Neural Network Spiking Neural Network Low Latency High Accuracy SNN Conversion ANN SNN Conversion

February 6, 2023

Tree-Based Learning on Amperometric Time Series Data Demonstrates High Accuracy for Classification
Jeyashree Krishnan, Zeyu Lian, Pieter E. Oomen, Xiulan He, Soodabeh Majdi, Andreas Schuppert, Andrew Ewing
Classification Code Time Series High Accuracy Tree Learning

January 21, 2023

The Best of Both Worlds: Accurate Global and Personalized Models through Federated Learning with Data-Free Hyper-Knowledge Distillation
Huancheng Chen, Johnny, Wang, Haris Vikalo
Knowledge Distillation World Event Heterogeneous Data Personalized Model High Accuracy

October 21, 2022

Named Entity Detection and Injection for Direct Speech Translation
Marco Gaido, Yun Tang, Ilia Kulikov, Rongqing Huang, Hongyu Gong, Hirofumi Inaguma
Entity Recognition Person Name Entity Mention Neural Model Speech to Text High Accuracy Direct Speech to Speech Translation Injection Drug Use

October 19, 2022

A Dimension-Augmented Physics-Informed Neural Network (DaPINN) with High Level Accuracy and Efficiency
Weilong Guan, Kaihan Yang, Yinsheng Chen, Zhong Guan
Neural Network High Efficiency Physic Informed Neural Network Inductive Bias High Accuracy

October 14, 2022

A Fault Detection Scheme Utilizing Convolutional Neural Network for PV Solar Panels with High Accuracy
Mary Pa, Amin Kazemi
Fault Detection High Accuracy Solar Cell

August 28, 2022

Deep learning for automatic head and neck lymph node level delineation provides expert-level accuracy
Thomas Weissmann, Yixing Huang, Stefan Fischer, Johannes Roesch, Sina Mansoorian, Horacio Ayala Gaona, Antoniu-Oreste Gostian, Markus Hecht, Sebastian Lettmaier, Lisa Deloch, Benjamin Frey, Udo S. Gaipl, Luitpold V. Distel, Andreas Maier, Heinrich Iro, Sabine Semrau, Christoph Bert, Rainer Fietkau, Florian Putz
Deep Learning Human Head Lymph Node High Accuracy Model Generation Expert Delineated Cohort

August 23, 2022

Automatic Calibration of a Six-Degrees-of-Freedom Pose Estimation System
Wouter Jansen, Dennis Laurijssen, Walter Daems, Jan Steckel
Pose Estimation Virtual Reality Self Calibration Calibration Method High Accuracy Motion Capture System

February 6, 2022

Lossy Gradient Compression: How Much Accuracy Can One Bit Buy?
Sadaf Salehkalaibar, Stefano Rini
Gradient Compression Rate Distortion P Bit Compression Performance High Accuracy Communication Constraint

High Accuracy

Papers

High Accurate and Explainable Multi-Pill Detection Framework with Graph Neural Network-Assisted Multimodal Data Fusion

Enhancing the accuracies by performing pooling decisions adjacent to the output layer

Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks

Tree-Based Learning on Amperometric Time Series Data Demonstrates High Accuracy for Classification

The Best of Both Worlds: Accurate Global and Personalized Models through Federated Learning with Data-Free Hyper-Knowledge Distillation

Named Entity Detection and Injection for Direct Speech Translation

A Dimension-Augmented Physics-Informed Neural Network (DaPINN) with High Level Accuracy and Efficiency

A Fault Detection Scheme Utilizing Convolutional Neural Network for PV Solar Panels with High Accuracy

Deep learning for automatic head and neck lymph node level delineation provides expert-level accuracy

Automatic Calibration of a Six-Degrees-of-Freedom Pose Estimation System

Lossy Gradient Compression: How Much Accuracy Can One Bit Buy?