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cs.CV2026
A Backbone Benchmarking Study on Self-supervised Learning as a Auxiliary Task with Texture-based Local Descriptors for Face Analysis
Shukesh Reddy, Abhijit Das
In this work, we benchmark with different backbones and study their impact for self-supervised learning (SSL) as an auxiliary task to blend texture-based local descriptors into fea…
cs.CV2026
Fusion-SSAT: Unleashing the Potential of Self-supervised Auxiliary Task by Feature Fusion for Generalized Deepfake Detection
Shukesh Reddy, Srijan Das, Abhijit Das
In this work, we attempted to unleash the potential of self-supervised learning as an auxiliary task that can optimise the primary task of generalised deepfake detection. To explor…
cs.SD2026
Investigating the Viability of Employing Multi-modal Large Language Models in the Context of Audio Deepfake Detection
Akanksha Chuchra, Shukesh Reddy, Sudeepta Mishra +2
While Vision-Language Models (VLMs) and Multimodal Large Language Models (MLLMs) have shown strong generalisation in detecting image and video deepfakes, their use for audio deepfa…