Weakly-Supervised Localization of Multiple Objects in Images using Cosine Loss
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 287-296. 2022. [bibtex] [abstract] |
Image Classification with Small Datasets: Overview and Benchmark
IEEE Access. 10: pages 49233-49250. 2022. [bibtex] [pdf] [web] [abstract] |
WikiChurches: A Fine-Grained Dataset of Architectural Styles with Real-World Challenges
NeurIPS 2021 Track on Datasets and Benchmarks. 2021. [bibtex] [pdf] [presentation] [abstract] |
Domain Adaptation and Active Learning for Fine-Grained Recognition in the Field of Biodiversity
Findings of the CVPR Workshop on Continual Learning in Computer Vision (CLVision). 2021. [bibtex] [abstract] |
Self-Supervised Learning from Semantically Imprecise Data
arXiv preprint arXiv:2104.10901. 2021. [bibtex] [pdf] [abstract] |
Anomaly Attribution of Multivariate Time Series using Counterfactual Reasoning
IEEE International Conference on Machine Learning and Applications (ICMLA). Pages 166-172. 2021. [bibtex] [pdf] [web] [abstract] |
Finding Relevant Flood Images on Twitter using Content-based Filters
ICPR Workshop on Machine Learning Advances Environmental Science (MAES). Pages 5-14. 2021. [bibtex] [pdf] [web] [abstract] |
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification
ICCV Workshop on Visual Inductive Priors for Data-Efficient Deep Learning. 2021. [bibtex] [pdf] [abstract] |
Content-based Image Retrieval and the Semantic Gap in the Deep Learning Era
ICPR Workshop on Content-Based Image Retrieval (CBIR2020). Pages 245-260. 2021. [bibtex] [pdf] [abstract] |
Carpe Diem: A Lifelong Learning Tool for Automated Wildlife Surveillance
Computer Science for Biodiversity Workshop (CS4Biodiversity), INFORMATIK 2021. Pages 417-423. 2021. [bibtex] [pdf] |
Data-Driven Detection of General Chiasmi Using Lexical and Semantic Features
SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature. Pages 96-100. 2021. [bibtex] [web] [abstract] |
Detecting Scenes in Fiction Using the Embedding Delta Signal
KONVENS Shared Task on Scene Segmentation. 2021. [bibtex] |
Making Every Label Count: Handling Semantic Imprecision by Integrating Domain Knowledge
International Conference on Pattern Recognition (ICPR). 2020. [bibtex] [pdf] [abstract] |
Deep Learning on Small Datasets without Pre-Training using Cosine Loss
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 1360-1369. 2020. [bibtex] [pdf] [code] [abstract] |
Do We Train on Test Data? Purging CIFAR of Near-Duplicates
Journal of Imaging. 6 (6): 2020. [bibtex] [pdf] [web] [abstract] |
Semantic and Interactive Content-based Image Retrieval
2020. Dissertation. ISBN 978-3-7369-7346-6. [bibtex] [web] |
Hierarchy-based Image Embeddings for Semantic Image Retrieval
IEEE Winter Conference on Applications of Computer Vision (WACV). Pages 638-647. 2019. Best Paper Award [bibtex] [pdf] [web] [code] [presentation] [supplementary] [abstract] |
Detecting Regions of Maximal Divergence for Spatio-Temporal Anomaly Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence. 41 (5): pages 1088-1101. 2019. (Pre-print published in 2018.) [bibtex] [pdf] [web] [code] [abstract] |
Information-Theoretic Active Learning for Content-Based Image Retrieval
DAGM German Conference on Pattern Recognition (DAGM-GCPR). Pages 650-666. 2019. [bibtex] [pdf] [code] [supplementary] [abstract] |
Diverse Perspectives on the Relationship between Artificial Intelligence and Pattern Recognition
2019. [bibtex] [web] [abstract] |
Deep Learning is not a Matter of Depth but of Good Training
International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI). Pages 683-687. 2018. [bibtex] [pdf] [abstract] |
Active Learning for Regression Tasks with Expected Model Output Changes
British Machine Vision Conference (BMVC). 2018. [bibtex] [pdf] [code] [supplementary] [abstract] |
On the Relation Between Artifical Intelligence and Pattern Recognition
ICPRAI 2018 Competition. 2018. Award-winning Entry [bibtex] [pdf] |
Towards Automatic Identification of Elephants in the Wild
AI for Wildlife Conservation Workshop (AIWC). 2018. [bibtex] [pdf] [abstract] |
Automatic Query Image Disambiguation for Content-Based Image Retrieval
International Conference on Computer Vision Theory and Applications (VISAPP). Pages 249-256. 2018. [bibtex] [pdf] [code] [abstract] |
Enhancing Flood Impact Analysis using Interactive Retrieval of Social Media Images
Archives of Data Science, Series A. 5 (1): pages A06, 21 S. online. 2018. [bibtex] [pdf] [abstract] |
Putting User Reputation on the Map: Unsupervised Quality Control for Crowdsourced Historical Data
2nd ACM SIGSPATIAL Workshop on Geospatial Humanities. Pages 3:1-3:6. 2018. [bibtex] [pdf] [abstract] |
Fast Learning and Prediction for Object Detection using Whitened CNN Features
arXiv preprint arXiv:1704.02930. 2017. [bibtex] [pdf] [web] |
Maximally Divergent Intervals for Extreme Weather Event Detection
MTS/IEEE OCEANS Conference Aberdeen. Pages 1-9. 2017. [bibtex] [pdf] [abstract] |
Maximally Divergent Intervals for Anomaly Detection
Workshop on Anomaly Detection (ICML-WS). 2016. Best Paper Award [bibtex] [pdf] [web] [code] [abstract] |