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cs.CV2026
SlotAVS: Object-Centric Audio-Visual Segmentation via Bi-Modal Slot Attention
Arnav Sharma, Anand Mishra, Renu Rameshan
Audio-Visual Segmentation (AVS) requires predicting pixel-wise masks of sounding objects by grounding acoustic signals in visual space. In multi-source scenes, concurrent sound sou…
cs.LG2026
Robust Representation Learning in Masked Autoencoders
Anika Shrivastava, Renu Rameshan, Samar Agnihotri
Masked Autoencoders (MAEs) achieve impressive performance in image classification tasks, yet the internal representations they learn remain less understood. This work started as an…