Pattern Recognition 45th DAGM German Conference, DAGM GCPR 2023, Heidelberg, Germany, September 19–22, 2023, Proceedings /
This book constitutes the proceedings of the 45th Annual Conference of the German Association for Pattern Recognition, DAGM-GCPR 2023, which took place in Heidelberg, Germany, during September 19-22, 2023. The 40 full papers included in these proceedings were carefully reviewed and selected from 76...
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| Outros autores: | , |
| Formato: | Electrónico eBook |
| Idioma: | inglés |
| Publicado: |
Cham :
Springer Nature Switzerland : Imprint: Springer,
2024.
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| Edición: | 1st ed. 2024. |
| Series: | Lecture Notes in Computer Science,
14264 |
| Subjects: | |
| Acceso en liña: | https://doi.org/10.1007/978-3-031-54605-1 |
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Table of Contents:
- Segmentation and action recognition
- Score-Based Generative Models for Medical Image Segmentation using Signed Distance Functions
- A Trimodal Dataset: RGB, Thermal, and Depth for Human Segmentation and Temporal Action Detection
- Airborne-Shadow: Towards Fine-Grained Shadow Detection in Aerial Imagery
- UGainS: Uncertainty Guided Anomaly Instance Segmentation
- Local Spherical Harmonics Improve Skeleton-Based Hand Action Recognition
- 3D reconstruction and neural rendering
- LMD: Light-weight Prediction Quality Estimation for Object Detection in Lidar Point Clouds
- A Network Analysis for Correspondence Learning via Linearly-Embedded Functions
- HiFiHR: Enhancing 3D Hand Reconstruction from a Single Image via High-Fidelity Texture
- Point2Vec for Self-Supervised Representation Learning on Point Clouds
- FullFormer: Generating Shapes Inside Shapes
- GenLayNeRF: Generalizable Layered Representations with 3D ModelAlignment for Human View Synthesis
- RC-BEVFusion: A Plug-In Module for Radar-Camera Bird's Eye View Feature Fusion
- Parallax-aware Image Stitching based on Homographic Decomposition
- Photogrammetry and remote sensing
- DustNet: Attention to Dust
- Leveraging Bioclimatic Context for Supervised and Self-Supervised Land Cover Classification
- Automatic Reverse Engineering: Creating computer-aided design (CAD) models from multi-view images
- Characterization of out-of-distribution samples from uncertainty maps using supervised machine learning
- Underwater multiview stereo using axial camera models
- Pattern recognition in the life sciences
- 3D Retinal Vessel Segmentation in OCTA Volumes: Annotated Dataset MORE3D and Hybrid U-Net with Flattening Transformation
- M(otion)-mode Based Prediction of Ejection Fraction using Echocardiograms
- Improving Data Efficiency for Plant Cover Prediction with Label Interpolation and Monte-Carlo Cropping
- Learning Channel Importance for High Content Imaging with Interpretable Deep Input Channel Mixing
- Self-Supervised Learning in Histopathology: New Perspectives for Prostate Cancer Grading
- Interpretable machine learning
- DeViL: Decoding Vision features into Language
- Zero-shot Translation of Attention Patterns in VQA Models to Natural Language
- Beyond Debiasing: Actively Steering Feature Selection via Loss Regularization
- Simplified Concrete Dropout - Improving the Generation of Attribution Masks for Fine-grained Classification
- Weak supervision and online learning
- Best Practices in Active Learning for Semantic Segmentation
- COOLer: Class-Incremental Learning for Appearance-Based Multiple Object Tracking
- Label Smarter, Not Harder: CleverLabel for Faster Annotation of Ambiguous Image Classification with Higher Quality
- Speeding Up Online Self-Supervised Learning by Exploiting Its Limitations
- Text-to-feature diffusion for audio-visual few-shot learning
- Correlation Clustering of Bird Sounds
- MargCTGAN: A ``Marginally'' Better CTGAN for the Low Sample Regime
- Robust models
- Detecting Model Misspecification in Amortized Bayesian Inference with Neural Networks Adversarial Perturbations Straight on JPEG Coefficients
- Certified Robust Models with Slack Control and Large Lipschitz Constants
- Multiclass Alignment of Confidence and Certainty for Network Calibration
- Drawing the Same Bounding Box Twice? Coping Noisy Annotations in Object Detection with Repeated Labels
- An Evaluation of Zero-Cost Proxies - from Neural Architecture Performance Prediction to Model Robustness.