3 papers
cs.CV2026
Latent Space Guided Scenario Sampling for Multimodal Segmentation Under Missing Modalities
Irem Ulku, Ö. Özgür Tanrıöver, Erdem Akagündüz
Multimodal semantic segmentation benefits remote sensing analysis by combining complementary information from different sensor modalities. In real-world remote sensing applications…
cs.CV2024
Near-Infrared and Low-Rank Adaptation of Vision Transformers in Remote Sensing
Irem Ulku, O. Ozgur Tanriover, Erdem Akagündüz
Plant health can be monitored dynamically using multispectral sensors that measure Near-Infrared reflectance (NIR). Despite this potential, obtaining and annotating high-resolution…
cs.CV2024
Meta-Transfer Derm-Diagnosis: Exploring Few-Shot Learning and Transfer Learning for Skin Disease Classification in Long-Tail Distribution
Zeynep Özdemir, Hacer Yalim Keles, Ömer Özgür Tanrıöver
Building accurate models for rare skin diseases remains challenging due to the lack of sufficient labeled data and the inherently long-tailed distribution of available samples. The…