51 citations · 91 across the 8 of their papers we have counts for
8 papers
Beyond Isolated Heads: Multi-Overlapped-Head Self-Attention for Vision Transformers
Tianxiao Zhang, Bo Luo, Guanghui Wang
Multi-Head Self-Attention (MHSA) is the cornerstone of Vision Transformers, allowing models to capture diverse feature representations by projecting tokens into independent subspac…
Depth-Wise Convolutions in Vision Transformers for Efficient Training on Small Datasets
Tianxiao Zhang, Wenju Xu, Bo Luo +1
The Vision Transformer (ViT) leverages the Transformer's encoder to capture global information by dividing images into patches and achieves superior performance across various comp…
Aphid Cluster Recognition and Detection in the Wild Using Deep Learning Models
Tianxiao Zhang, Kaidong Li, Xiangyu Chen +7
Aphid infestation poses a significant threat to crop production, rural communities, and global food security. While chemical pest control is crucial for maximizing yields, applying…
A New Dataset and Comparative Study for Aphid Cluster Detection
Tianxiao Zhang, Kaidong Li, Xiangyu Chen +7
Aphids are one of the main threats to crops, rural families, and global food security. Chemical pest control is a necessary component of crop production for maximizing yields, howe…
Gender, Smoking History and Age Prediction from Laryngeal Images
Tianxiao Zhang, Andrés M. Bur, Shannon Kraft +5
Flexible laryngoscopy is commonly performed by otolaryngologists to detect laryngeal diseases and to recognize potentially malignant lesions. Recently, researchers have introduced…
Dynamic Label Assignment for Object Detection by Combining Predicted IoUs and Anchor IoUs
Tianxiao Zhang, Bo Luo, Ajay Sharda +1
Label assignment plays a significant role in modern object detection models. Detection models may yield totally different performances with different label assignment strategies. F…