3 papers
cs.CV2025
Impact of Language Guidance: A Reproducibility Study
Cherish Puniani, Advika Sinha, Shree Singhi +1
Modern deep-learning architectures need large amounts of data to produce state-of-the-art results. Annotating such huge datasets is time-consuming, expensive, and prone to human er…
cs.CV2025
Provenance Detection for AI-Generated Images: Combining Perceptual Hashing, Homomorphic Encryption, and AI Detection Models
Shree Singhi, Aayan Yadav, Aayush Gupta +2
As AI-generated sensitive images become more prevalent, identifying their source is crucial for distinguishing them from real images. Conventional image watermarking methods are vu…
math.NA2024
Strengthening Interpretability: An Investigative Study of Integrated Gradient Methods
Shree Singhi, Anupriya Kumari
We conducted a reproducibility study on Integrated Gradients (IG) based methods and the Important Direction Gradient Integration (IDGI) framework. IDGI eliminates the explanation n…