4 papers · 1 filter
dinov3.seg: Open-Vocabulary Semantic Segmentation with DINOv3
Saikat Dutta, Biplab Banerjee, Hamid Rezatofighi
Open-Vocabulary Semantic Segmentation (OVSS) assigns pixel-level labels from an open set of text-defined categories, demanding reliable generalization to unseen classes at inferenc…
AerOSeg: Harnessing SAM for Open-Vocabulary Segmentation in Remote Sensing Images
Saikat Dutta, Akhil Vasim, Siddhant Gole +2
Image segmentation beyond predefined categories is a key challenge in remote sensing, where novel and unseen classes often emerge during inference. Open-vocabulary image Segmentati…
When Domain Generalization meets Generalized Category Discovery: An Adaptive Task-Arithmetic Driven Approach
Vaibhav Rathore, Shubhranil B, Saikat Dutta +3
Generalized Class Discovery (GCD) clusters base and novel classes in a target domain using supervision from a source domain with only base classes. Current methods often falter wit…
Few Shot Class Incremental Learning using Vision-Language models
Anurag Kumar, Chinmay Bharti, Saikat Dutta +2
Recent advancements in deep learning have demonstrated remarkable performance comparable to human capabilities across various supervised computer vision tasks. However, the prevale…