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Utsav Prabhu

3 accepted papers

2025

FALCON: Fairness Learning via Contrastive Attention Approach to Continual Semantic Scene Understanding

CVPR 2025poster

Continual Learning in semantic scene segmentation aims to continually learn new unseen classes in dynamic environments while maintaining previously learned knowledge. Prior studies focused on modeling the catastrophic forgetting and background shift challenges in continual learning. However, fairnes…

Cited by 0SourcePDFScholar
2024

Beyond Aesthetics: Cultural Competence in Text-to-Image Models

NeurIPS 2024poster

Text-to-Image (T2I) models are being increasingly adopted in diverse global communities where they create visual representations of their unique cultures. Current T2I benchmarks primarily focus on faithfulness, aesthetics, and realism of generated images, overlooking the critical dimension of *cultu…

Cited by 10SourcePDFScholar
2024

EAGLE: Efficient Adaptive Geometry-based Learning in Cross-view Understanding

NeurIPS 2024poster

Unsupervised Domain Adaptation has been an efficient approach to transferring the semantic segmentation model across data distributions. Meanwhile, the recent Open-vocabulary Semantic Scene understanding based on large-scale vision language models is effective in open-set settings because it can lea…

Cited by 1SourcePDFScholar