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This book constitutes the refereed proceedings of the 11th IAPR TC3 Workshop on Artificial Neural Networks in Pattern Recognition, ANNPR 2024, held in Montreal, QC, Canada, during October 10-12, 2024.
The 27 full papers presented together were carefully reviewed and selected from 46 submissions. The conference focuses on: learning algorithms and architectures; applications in medical and health sciences; applications in computer vision; applications in NLP, speech, and music; applications in environmental and biological sciences.
List of contents
.- Learning Algorithms and Architectures.
.- Learning Graph Matching with Graph Neural Networks.
.- Gaussian-mixture Neural Networks.
.- Neural Decompiling of Tracr Transformers.
.- Pitfalls in Processing Infinite-Length Sequences with Popular Approaches for Sequential Data.
.- Robust Clustering with McDonald's Beta-Liouville Mixture Models for Proportional Data.
.- Evaluating Support Vector Machines with Multiple Kernels by Random Search.
.- Applications in Medical and Health Sciences.
.- Automatic Interpretation of 18F-fluorocholine PET/CT Findings in Patients With Primary Hyperparathyroidism: A Novel Dataset with Benchmarks.
.- A Hybrid Neuroevolutionary Approach to the Design of Convolutional Neural Networks for 2D and 3D Medical Image Segmentation.
.- An Improved Pix2Pix GAN for Medical Image Generation.
.- Vision Transformer Features-based Leukemia Classification.
.- Comparative Study of Deep Learning Models in Melanoma Detection.
.- A Metaheuristic Optimization Based Deep Feature Selection for Oral Cancer Classification.
.- Machine Learning for Clinical Score Prediction from Longitudinal Dataset: A Case Study on Parkinson's Disease.
.- Explaining Network Decision Provides Insights on the Causal Interaction Between Brain Regions in a Motor Imagery Task.
.- Multi-modal Decoding of Reach-to-Grasping from EEG and EMG via Neural Networks.
.- Applications in Computer Vision.
.- VAeViT: Fusing Multi-Views for Complete 3D Object Recognition.
.- Leveraging Transformers for Weakly Supervised Object Localization in Unconstrained Videos.
.- Palmprint Classification via Filter Faces and Feature Extraction.
.- Deep Multi-Label Classification of Personality with Handwriting Analysis.
.- License Plate Detection and Character Recognition Using Deep Learning and Font Evaluation.
.- Applications in NLP, Speech, and Music.
.- Experiments in Modeling Disagreement.
.- Deep Multiresolution Wavelet Transform for Speech Emotion Assessment of High-Risk Suicide Callers.
.- Dynamic HumTrans: Humming Transcription Using CNNs and Dynamic Programming.
.- Applications in Environmental and Biological Sciences.
.- Leveraging LSTM Embeddings for River Water Temperature Modeling.
.- Research on the Identification of Common Economic Shellfish in Jiangsu Based on Fused-ResNet Network.
.- Generative Plant Growth Simulation from Sequence-Informed Environmental Conditions.
.- A Simulation Study on Energy Optimization in Building Control with
Reinforcement Learning.
