Stage Approach

A stage approach in various fields leverages a sequential process of increasingly complex or refined models to achieve a target task. Current research focuses on optimizing this process, for example, by incorporating uncertainty quantification to improve decision-making in AI deployment or using deep ensemble learning and transfer learning to enhance accuracy in tasks like hand gesture recognition and medical summarization. This strategy is proving valuable across diverse applications, from improving the efficiency and accuracy of AI systems in resource-constrained environments to advancing human-computer interaction and medical data analysis. The resulting improvements in accuracy, efficiency, and robustness are driving significant advancements in several scientific domains.

Papers

December 28, 2023

Maintaining User Trust Through Multistage Uncertainty Aware Inference
Chandan Agrawal, Ashish Papanai, Jerome White
Scientific Inference Model Uncertainty User Trust AI Deployment Step Inference Stage Approach

September 20, 2023

Hand Gesture Recognition with Two Stage Approach Using Transfer Learning and Deep Ensemble Learning
Serkan Savaş, Atilla Ergüzen
Convolutional Neural Network Transfer Learning Deep Ensemble Hand Gesture Recognition Deep Architecture Gesture Class Stage Approach

May 19, 2023

S$^3$HQA: A Three-Stage Approach for Multi-hop Text-Table Hybrid Question Answering
Fangyu Lei, Xiang Li, Yifan Wei, Shizhu He, Yiming Huang, Jun Zhao, Kang Liu
Multi Hop Question Answering Multiple Knowledge Source Stage Approach

May 10, 2023

Generating medically-accurate summaries of patient-provider dialogue: A multi-stage approach using large language models
Varun Nair, Elliot Schumacher, Anitha Kannan
Large Language Model Clinical Narrative Clinical Note Summarization Doctor Patient Reference Summary Dialogue Understanding Summarization Metric Conversation Summarization Stage Approach

December 22, 2022

Monocular 3D Object Detection using Multi-Stage Approaches with Attention and Slicing aided hyper inference
Abonia Sojasingarayar, Ashish Patel
3D Object Detection Human Attention 3D Detection Monocular 3D Object Detection 2 Dimensional Object Detection 3D Understanding Slice by Slice Stage Approach

Stage Approach

Papers

Maintaining User Trust Through Multistage Uncertainty Aware Inference

Hand Gesture Recognition with Two Stage Approach Using Transfer Learning and Deep Ensemble Learning

S$^3$HQA: A Three-Stage Approach for Multi-hop Text-Table Hybrid Question Answering

Generating medically-accurate summaries of patient-provider dialogue: A multi-stage approach using large language models

Monocular 3D Object Detection using Multi-Stage Approaches with Attention and Slicing aided hyper inference