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21st ICIAP 2022: Lecce, Italy - Part I
- Stan Sclaroff
, Cosimo Distante
Image Analysis and Processing - ICIAP 2022 - 21st International Conference, Lecce, Italy, May 23-27, 2022, Proceedings, Part I. Lecture Notes in Computer Science 13231, Springer 2022, ISBN 978-3-031-06426-5
Brave New Ideas
- Pierluigi Carcagnì
A Lightweight Model for Satellite Pose Estimation. 3-14 - Antonio Greco, Leonardo Rundo
Imitation Learning for Autonomous Vehicle Driving: How Does the Representation Matter? 15-26 - Ciro Sannino, Michela Gravina
LessonAble: Leveraging Deep Fakes in MOOC Content Creation. 27-37 - Georg Waltner, Malte Jaschik, Alfred Rinnhofer, Horst Possegger
An Intelligent Scanning Vehicle for Waste Collection Monitoring. 38-50 - Pier Luigi Mazzeo
Morphological Galaxies Classification According to Hubble-de Vaucouleurs Diagram Using CNNs. 51-62
Biomedical and Assistive Technology
- Plácido L. Vidal
Pulmonary-Restricted COVID-19 Informative Visual Screening Using Chest X-ray Images from Portable Devices. 65-76 - Loris Cino, Pier Luigi Mazzeo
Comparison of Different Supervised and Self-supervised Learning Techniques in Skin Disease Classification. 77-88 - Emilio López-Varela
Unsupervised Deformable Image Registration in a Landmark Scarcity Scenario: Choroid OCTA. 89-99 - Michela Gravina
Leveraging CycleGAN in Lung CT Sinogram-free Kernel Conversion. 100-110 - Antonio Parziale
Investigating One-Class Classifiers to Diagnose Alzheimer's Disease from Handwriting. 111-123 - Qiunv Yan, Li Liu, Lanyin Mei:
Learning Unrolling-Based Neural Network for Magnetic Resonance Imaging Reconstruction. 124-136 - Francesco Fontanella
Machine Learning to Predict Cognitive Decline of Patients with Alzheimer's Disease Using EEG Markers: A Preliminary Study. 137-147 - José Morano
Improving AMD Diagnosis by the Simultaneous Identification of Associated Retinal Lesions. 148-159 - Patrycja Haraburda
Eye Diseases Classification Using Deep Learning. 160-172 - Carlo Alberto Barbano
A Two-Step Radiologist-Like Approach for Covid-19 Computer-Aided Diagnosis from Chest X-Ray Images. 173-184 - Hafiza Ayesha Hoor Chaudhry
UniToChest: A Lung Image Dataset for Segmentation of Cancerous Nodules on CT Scans. 185-196 - Valerio Guarrasi, Paolo Soda:
Optimized Fusion of CNNs to Diagnose Pulmonary Diseases on Chest X-Rays. 197-209 - Mateo Gende
High/Low Quality Style Transfer for Mutual Conversion of OCT Images Using Contrastive Unpaired Translation Generative Adversarial Networks. 210-220 - Simon Lyra
Real-Time Respiration Monitoring of Neonates from Thermography Images Using Deep Learning. 221-232 - Marco Leo
Improving Colon Carcinoma Grading by Advanced CNN Models. 233-244
Multimedia
- Fuma Kimishima
Frame Adaptive Rate Control Scheme for Video Compressive Sensing. 247-256 - Tianyu Bi, Dmitri Jarnikov, Johan Lukkien:
Shot-Based Hybrid Fusion for Movie Genre Classification. 257-269 - Xin Huang
Landmark-Guided Conditional GANs for Face Aging. 270-283 - Lorenzo Catania
Introducing AV1 Codec-Level Video Steganography. 284-294
Deep Learning
- Jonathan Conder
Efficient Transfer Learning for Visual Tasks via Continuous Optimization of Prompts. 297-309 - Sohee Kim
Continual Learning with Neuron Activation Importance. 310-321 - Laya Rafiee Sevyeri, Thomas Fevens:
AD-CGAN: Contrastive Generative Adversarial Network for Anomaly Detection. 322-334 - Danilo Avola, Marco Cascio, Luigi Cinque, Alessio Fagioli
Analyzing EEG Data with Machine and Deep Learning: A Benchmark. 335-345 - Walysson Carlos dos Santos Oliveira
A Two-Stage U-Net to Estimate the Cultivated Area of Plantations. 346-357 - Francesca Trenta
An Explainable Medical Imaging Framework for Modality Classifications Trained Using Small Datasets. 358-367 - Andrea F. Abate
Fusion of Periocular Deep Features in a Dual-Input CNN for Biometric Recognition. 368-378 - Nathan Hubens, Matei Mancas, Bernard Gosselin, Marius Preda
Improve Convolutional Neural Network Pruning by Maximizing Filter Variety. 379-390 - Kamil Ksiazek
Improving Autoencoder Training Performance for Hyperspectral Unmixing with Network Reinitialisation. 391-403 - Gertjan J. Burghouts
Cluster Centers Provide Good First Labels for Object Detection. 404-413 - Andrea D'Eusanio, Stefano Pini, Guido Borghi, Alessandro Simoni
Unsupervised Detection of Dynamic Hand Gestures from Leap Motion Data. 414-424 - Martin Dornier, Philippe-Henri Gosselin, Christian Raymond, Yann Ricquebourg, Bertrand Coüasnon:
SCAF: Skip-Connections in Auto-encoder for Face Alignment with Few Annotated Data. 425-437 - Daniel Mario de Lima
Full Motion Focus: Convolutional Module for Improved Left Ventricle Segmentation Over 4D MRI. 438-450 - Rasha Alshehhi:
Super-Resolution of Solar Active Region Patches Using Generative Adversarial Networks. 451-462 - Tomaso Fontanini
Avoiding Shortcuts in Unpaired Image-to-Image Translation. 463-475 - Kirill Prokofiev
Towards Efficient and Data Agnostic Image Classification Training Pipeline for Embedded Systems. 476-488 - Danilo Avola, Luigi Cinque, Alessio Fagioli
Medicinal Boxes Recognition on a Deep Transfer Learning Augmented Reality Mobile Application. 489-499 - Sebastian A. Scherer, Stephan Brehm, Rainer Lienhart
Consistency Regularization for Unsupervised Domain Adaptation in Semantic Segmentation. 500-511 - Maria Ausilia Napoli Spatafora
Towards an Efficient Facial Image Compression with Neural Networks. 512-523 - Nicolò Lucchesi, Antonio Carta
Avalanche RL: A Continual Reinforcement Learning Library. 524-535 - Rita Pucci
CVGAN: Image Generation with Capsule Vector-VAE. 536-547 - Jiefei Wei
Self-Adaptive Logit Balancing for Deep Learning Robustness in Computer Vision. 548-559 - Kyung Ho Park, HyunHee Chung:
Don't Wait Until the Accident Happens: Few-Shot Classification Framework for Car Accident Inspection in a Real World. 560-571 - Sebastian Cygert
Robust Object Detection with Multi-input Multi-output Faster R-CNN. 572-583 - Yan Liu, Yuelin Deng, Jinping Su, Ruonan Wang, Chi Li:
Multiple Input Branches Shift Graph Convolutional Network with DropEdge for Skeleton-Based Action Recognition. 584-596 - Tommaso Barletti
Contrastive Supervised Distillation for Continual Representation Learning. 597-609 - Zibusiso Bhango, Dustin van der Haar
A Comparison of Deep Learning Methods for Inebriation Recognition in Humans. 610-620 - Saeed Bakhshi Germi
Enhanced Data-Recalibration: Utilizing Validation Data to Mitigate Instance-Dependent Noise in Classification. 621-632 - Abhinav Sagar:
DMSANet: Dual Multi Scale Attention Network. 633-645 - Tomaso Fontanini
Towards Latent Space Optimization of GANs Using Meta-Learning. 646-657 - Florian Merkle
Pruning in the Face of Adversaries. 658-669 - Mohanad Abukmeil, Stefano Ferrari, Angelo Genovese
Grad2VAE: An Explainable Variational Autoencoder Model Based on Online Attentions Preserving Curvatures of Representations. 670-681
Image Processing for Cultural Heritage
- Alessandro Bombini
The AIRES-CH Project: Artificial Intelligence for Digital REStoration of Cultural Heritages Using Nuclear Imaging and Multidimensional Adversarial Neural Networks. 685-700 - Lucia Cascone
Automatic Classification of Fresco Fragments: A Machine and Deep Learning Study. 701-712 - Giovanni Pasqualino, Antonino Furnari
Unsupervised Multi-camera Domain Adaptation for Object Detection in Cultural Sites. 713-724
Robot Vision
- Jyri Maanpää
Leveraging Road Area Semantic Segmentation with Auxiliary Steering Task. 727-738 - Roberto Bigazzi
Embodied Navigation at the Art Gallery. 739-750 - Dario Fontanel, Fabio Cermelli, Antonino Geraci, Mauro Musarra, Matteo Tarantino, Barbara Caputo:
Relaxing the Forget Constraints in Open World Recognition. 751-763 - Praveen Venkatesh, Rwik Rana, Varun Jain:
Memory Guided Road Segmentation. 764-772 - Muhammad Haris, Mathias Franzius, Ute Bauer-Wersing:
Learning Visual Landmarks for Localization with Minimal Supervision. 773-786
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