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.

.- 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.

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