3 papers
cs.CV2025
Pseudo-labelling meets Label Smoothing for Noisy Partial Label Learning
Darshana Saravanan, Naresh Manwani, Vineet Gandhi
We motivate weakly supervised learning as an effective learning paradigm for problems where curating perfectly annotated datasets is expensive and may require domain expertise such…
cs.CV2025
Investigating Mechanisms for In-Context Vision Language Binding
Darshana Saravanan, Makarand Tapaswi, Vineet Gandhi
To understand a prompt, Vision-Language models (VLMs) must perceive the image, comprehend the text, and build associations within and across both modalities. For instance, given an…
cs.CV2025
VELOCITI: Benchmarking Video-Language Compositional Reasoning with Strict Entailment
Darshana Saravanan, Varun Gupta, Darshan Singh +3
A fundamental aspect of compositional reasoning in a video is associating people and their actions across time. Recent years have seen great progress in general-purpose vision or v…