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cs.CV2026
HAViT: Historical Attention Vision Transformer
Swarnendu Banik, Manish Das, Shiv Ram Dubey +1
Vision Transformers have excelled in computer vision but their attention mechanisms operate independently across layers, limiting information flow and feature learning. We propose…
cs.CV2024
Non-Uniform Illumination Attack for Fooling Convolutional Neural Networks
Akshay Jain, Shiv Ram Dubey, Satish Kumar Singh +2
Convolutional Neural Networks (CNNs) have made remarkable strides; however, they remain susceptible to vulnerabilities, particularly in the face of minor image perturbations that h…
cs.CV2024
3D-Convolution Guided Spectral-Spatial Transformer for Hyperspectral Image Classification
Shyam Varahagiri, Aryaman Sinha, Shiv Ram Dubey +1
In recent years, Vision Transformers (ViTs) have shown promising classification performance over Convolutional Neural Networks (CNNs) due to their self-attention mechanism. Many re…