Data-Efficient Challenges in Visual Inductive Priors: A Retrospective.

Osman Semih Kayhan

Robert-Jan Bruintjes Attila Lengyel 0001 Osman Semih Kayhan Davide Zambrano Nergis Tömen Hadi Jamali Rad Jan van Gemert Data-Efficient Challenges in Visual Inductive Priors: A Retrospective. 2025 June abs/2506.08612 CoRR https://doi.org/10.48550/arXiv.2506.08612 db/journals/corr/corr2506.html#abs-2506-08612 streams/journals/corr

Ombretta Strafforello Osman Semih Kayhan Oana Inel Klamer Schutte Jan van Gemert Aligning Object Detector Bounding Boxes with Human Preference. 151-168 2024 ECCV Workshops (12) https://doi.org/10.1007/978-3-031-92591-7_10 conf/eccv/2024-w12 db/conf/eccv/eccv2024-w12.html#StrafforelloKISG24 streams/conf/eccv Thomas C. Markhorst Jan C. van Gemert Osman Semih Kayhan Pushing Joint Image Denoising and Classification to the Edge. 346-362 2024 ECCV Workshops (9) https://doi.org/10.1007/978-3-031-91838-4_21 conf/eccv/2024-w9 db/conf/eccv/eccv2024-w9.html#MarkhorstGK24 streams/conf/eccv

Robert-Jan Bruintjes Attila Lengyel 0001 Marcos Baptista-Ríos Osman Semih Kayhan Davide Zambrano Nergis Tomen Jan van Gemert VIPriors 4: Visual Inductive Priors for Data-Efficient Deep Learning Challenges. 2024 abs/2406.18176 CoRR https://doi.org/10.48550/arXiv.2406.18176 db/journals/corr/corr2406.html#abs-2406-18176 streams/journals/corr

Ombretta Strafforello Osman Semih Kayhan Oana Inel Klamer Schutte Jan van Gemert Aligning Object Detector Bounding Boxes with Human Preference. 2024 abs/2408.10844 CoRR https://doi.org/10.48550/arXiv.2408.10844 db/journals/corr/corr2408.html#abs-2408-10844 streams/journals/corr

Thomas C. Markhorst Jan C. van Gemert Osman Semih Kayhan Pushing Joint Image Denoising and Classification to the Edge. 2024 abs/2409.08943 CoRR https://doi.org/10.48550/arXiv.2409.08943 db/journals/corr/corr2409.html#abs-2409-08943 streams/journals/corr

Robert-Jan Bruintjes Attila Lengyel 0001 Marcos Baptista-Ríos Osman Semih Kayhan Davide Zambrano Nergis Tomen Jan van Gemert VIPriors 3: Visual Inductive Priors for Data-Efficient Deep Learning Challenges. 2023 abs/2305.19688 CoRR https://doi.org/10.48550/arXiv.2305.19688 db/journals/corr/corr2305.html#abs-2305-19688

Osman Semih Kayhan Locality in space and time for data-efficient visual recognition. 2022 Delft University of Technology, Netherlands http://resolver.tudelft.nl/uuid:983fb3e9-2aa8-4161-a697-3c36e0dcbcbb https://doi.org/10.4233/uuid:983fb3e9-2aa8-4161-a697-3c36e0dcbcbb https://www.base-search.net/Record/fc82f89832985177103bd18eda0bbc410e316c29c2bca4b548bed7ac22ae5cad base-search.net (fttudelft:oai:tudelft.nl:uuid:983fb3e9-2aa8-4161-a697-3c36e0dcbcbb) Ombretta Strafforello Vanathi Rajasekart Osman Semih Kayhan Oana Inel Jan van Gemert Humans Disagree With the IoU for Measuring Object Detector Localization Error. 1261-1265 2022 ICIP https://doi.org/10.1109/ICIP46576.2022.9898043 conf/icip/2022 db/conf/icip/icip2022.html#StrafforelloRKI22

Attila Lengyel 0001 Robert-Jan Bruintjes Marcos Baptista-Ríos Osman Semih Kayhan Davide Zambrano Nergis Tomen Jan van Gemert VIPriors 2: Visual Inductive Priors for Data-Efficient Deep Learning Challenges. 2022 abs/2201.08625 CoRR https://arxiv.org/abs/2201.08625 db/journals/corr/corr2201.html#abs-2201-08625

Osman Semih Kayhan Jan C. van Gemert Evaluating Context for Deep Object Detectors. 2022 abs/2205.02887 CoRR https://doi.org/10.48550/arXiv.2205.02887 db/journals/corr/corr2205.html#abs-2205-02887

Ombretta Strafforello Vanathi Rajasekart Osman Semih Kayhan Oana Inel Jan van Gemert Humans disagree with the IoU for measuring object detector localization error. 2022 abs/2207.14221 CoRR https://doi.org/10.48550/arXiv.2207.14221 db/journals/corr/corr2207.html#abs-2207-14221

Osman Semih Kayhan Bart Vredebregt Jan C. van Gemert Hallucination In Object Detection - A Study In Visual Part VERIFICATION. 2234-2238 2021 ICIP https://doi.org/10.1109/ICIP42928.2021.9506670 conf/icip/2021 db/conf/icip/icip2021.html#KayhanVG21 Noor Ul Sehr Zia Osman Semih Kayhan Jan van Gemert PUNet: Temporal Action Proposal Generation With Positive Unlabeled Learning Using Key Frame Annotations. 2598-2602 2021 ICIP https://doi.org/10.1109/ICIP42928.2021.9506012 conf/icip/2021 db/conf/icip/icip2021.html#ZiaKG21

Robert-Jan Bruintjes Attila Lengyel 0001 Marcos Baptista-Ríos Osman Semih Kayhan Jan van Gemert VIPriors 1: Visual Inductive Priors for Data-Efficient Deep Learning Challenges. 2021 abs/2103.03768 CoRR https://arxiv.org/abs/2103.03768 db/journals/corr/corr2103.html#abs-2103-03768

Osman Semih Kayhan Bart Vredebregt Jan C. van Gemert Hallucination In Object Detection - A Study In Visual Part Verification. 2021 abs/2106.02523 CoRR https://arxiv.org/abs/2106.02523 db/journals/corr/corr2106.html#abs-2106-02523

Osman Semih Kayhan Jan C. van Gemert On Translation Invariance in CNNs: Convolutional Layers Can Exploit Absolute Spatial Location. 14262-14273 2020 CVPR https://openaccess.thecvf.com/content_CVPR_2020/html/Kayhan_On_Translation_Invariance_in_CNNs_Convolutional_Layers_Can_Exploit_Absolute_CVPR_2020_paper.html https://doi.org/10.1109/CVPR42600.2020.01428 conf/cvpr/2020 db/conf/cvpr/cvpr2020.html#KayhanG20 Soroosh Poorgholi Osman Semih Kayhan Jan C. van Gemert t-EVA: Time-Efficient t-SNE Video Annotation. 153-169 2020 ICPR Workshops (4) https://doi.org/10.1007/978-3-030-68799-1_12 conf/icpr/2020w4 db/conf/icpr/icpr2020w4.html#PoorgholiKG20 Rafal Pytel Osman Semih Kayhan Jan C. van Gemert Tilting at windmills: Data augmentation for deep pose estimation does not help with occlusions. 10568-10575 2020 ICPR https://doi.org/10.1109/ICPR48806.2021.9412475 conf/icpr/2020 db/conf/icpr/icpr2020.html#PytelKG20

Osman Semih Kayhan Jan C. van Gemert On Translation Invariance in CNNs: Convolutional Layers can Exploit Absolute Spatial Location. 2020 abs/2003.07064 CoRR https://arxiv.org/abs/2003.07064 db/journals/corr/corr2003.html#abs-2003-07064

Rafal Pytel Osman Semih Kayhan Jan C. van Gemert Tilting at windmills: Data augmentation for deep pose estimation does not help with occlusions. 2020 abs/2010.10451 CoRR https://arxiv.org/abs/2010.10451 db/journals/corr/corr2010.html#abs-2010-10451

Soroosh Poorgholi Osman Semih Kayhan Jan C. van Gemert t-EVA: Time-Efficient t-SNE Video Annotation. 2020 abs/2011.13202 CoRR https://arxiv.org/abs/2011.13202 db/journals/corr/corr2011.html#abs-2011-13202

Haydar Özkan Osman Semih Kayhan A Novel Automatic Rapid Diagnostic Test Reader Platform. 7498217:1-7498217:10 2016 2016 Comput. Math. Methods Medicine https://doi.org/10.1155/2016/7498217 https://www.wikidata.org/entity/Q36845489 db/journals/cmmm/cmmm2016.html#OzkanK16

Ahmet Cagri Bagbaba Berna Örs Osman Semih Kayhan Ahmet Turan Erozan JPEG image Encryption via TEA algorithm. 2090-2093 2015 SIU https://doi.org/10.1109/SIU.2015.7130282 conf/siu/2015 db/conf/siu/siu2015.html#BagbabaOKE15 Ahmet Cagri Bagbaba Marcos Baptista-Ríos Robert-Jan Bruintjes Ahmet Turan Erozan Jan C. van GemertJan van Gemert Oana Inel Attila Lengyel 0001 Thomas C. Markhorst Haydar Özkan Soroosh Poorgholi Rafal Pytel Hadi Jamali Rad Vanathi Rajasekart Klamer Schutte Ombretta Strafforello Nergis TömenNergis Tomen Bart Vredebregt Siddika Berna Örs YalçinBerna Örs Davide Zambrano Noor Ul Sehr Zia