2 papers
cs.CV2026
SWARD: Stochastic Window-Attention-Based Relational Distillation for Cross-Architectural Semantic Segmentation
Aditya Makineni, Qing Tian
Large-scale vision foundation models have driven substantial gains on dense prediction tasks such as semantic segmentation, but their size makes deployment impractical in resource-…
cs.SD2025
Full-Frequency Temporal Patching and Structured Masking for Enhanced Audio Classification
Aditya Makineni, Baocheng Geng, Qing Tian
Transformers and State-Space Models (SSMs) have advanced audio classification by modeling spectrograms as sequences of patches. However, existing models such as the Audio Spectrogr…