3 papers
cs.CV2026
Can Unsupervised Segmentation Reduce Annotation Costs for Video Semantic Segmentation?
Samik Some, Vinay P. Namboodiri
Present-day deep neural networks for video semantic segmentation require a large number of fine-grained pixel-level annotations to achieve the best possible results. Obtaining such…
cs.CV2024
Trusting Semantic Segmentation Networks
Samik Some, Vinay P. Namboodiri
Semantic segmentation has become an important task in computer vision with the growth of self-driving cars, medical image segmentation, etc. Although current models provide excelle…
cs.CV2024
Determinantal Point Process as an alternative to NMS
Samik Some, Mithun Das Gupta, Vinay P. Namboodiri
We present a determinantal point process (DPP) inspired alternative to non-maximum suppression (NMS) which has become an integral step in all state-of-the-art object detection fram…