Pattern Recognition

This 2-volume set LNCS 15297-15298 constitutes the refereed proceedings of the 46th Annual Conference of the German Association for Pattern Recognition, DAGM-GCPR 2024, held in Munich, Germany, during September 10-13, 2024.
The 44 full papers included in these proceedings were carefully reviewed and selected from 81 submissions. They are organized in these topical sections:
Part I: Clustering and Segmentation; Learning Techniques; Medical and Biological Applications; Uncertainty and Explainability.
Part II: Modelling of Faces and Shapes; Image Generation and Reconstruction; 3D Analysis and Sythesis; Video Analysis; Photogrammetry and Remote Sensing.

Inhalt

.- Modelling of Faces and Shapes.

.- 360° Volumetric Portrait Avatar.

.- How Do You Perceive My Face? Recognizing Facial Expressions in Multi-Modal Context by Modeling Mental Representations.

.- A Latent Implicit 3D Shape Model for Multiple Levels of Detail.

.- Image Generation and Reconstruction.

.- Coloring the Past: Neural Historical Monuments Reconstruction from Archival Photography.

.- Expanding the Image Embedding Space for Language-Free Text-to-Face Image Generation.

.- Towards synthetic generation of realistic wooden logs.

.- 3D Analysis and Sythesis.

.- G3DST: Generalizing 3D Style Transfer with Neural Radiance Fields across Scenes and Styles.

.- LiFCal: Online Light Field Camera Calibration via Bundle Adjustment.

.- CARLA Drone: Monocular 3D Object Detection from a Different Perspective.

.- Robust 3D Gaussian Splatting for Novel View Synthesis in Presence of Distractors.

.- DynaPix SLAM: A Pixel-Based Dynamic Visual SLAM Approach.

.- Leveraging Image Matching Toward End-to-End Relative Camera Pose Regression.

.- Erasing the Ephemeral: Joint Camera Refinement and Transient Object Removal for Street View Synthesis.

.- Physically Plausible Object Pose Refinement in Cluttered Scenes.

.- Gaussian Splatting in Style.

.- Video Analysis.

.- Bounding Boxes and Probabilistic Graphical Models: Video Anomaly Detection Simplified.

.- STAR: Screen Time and Actor Recognition in Video Content.

.- Photogrammetry and Remote Sensing.

.- Exploring Seasonal Variability in the Context of Neural Radiance Fields for 3D Reconstruction on Satellite Imagery.

.- Worldwide High-fidelity Road Extraction from Aerial and Satellite Imagery enabled by Low-fidelity OpenStreetMap Labels.

.- SenPa-MAE: Sensor Parameter Aware Multi-Satellite Masked Autoencoder for Multispectral Earth Observation Imagery.

.- PuzzleBoard: A new Camera Calibration Pattern with Position Encoding.

.- Efficient Multi-task Uncertainties for Joint Semantic Segmentation and Monocular Depth Estimation.