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DeepArt: A Benchmark to Advance Fidelity Research in AI-Generated Content
Wentao Wang, Xuanyao Huang, Tianyang Wang +1
This paper explores the image synthesis capabilities of GPT-4, a leading multi-modal large language model. We establish a benchmark for evaluating the fidelity of texture features…
A Layer-Wise Tokens-to-Token Transformer Network for Improved Historical Document Image Enhancement
Risab Biswas, Swalpa Kumar Roy, Umapada Pal
Document image enhancement is a fundamental and important stage for attaining the best performance in any document analysis assignment because there are many degradation situations…
DocBinFormer: A Two-Level Transformer Network for Effective Document Image Binarization
Risab Biswas, Swalpa Kumar Roy, Ning Wang +2
In real life, various degradation scenarios exist that might damage document images, making it harder to recognize and analyze them, thus binarization is a fundamental and crucial…
Spatial Gated Multi-Layer Perceptron for Land Use and Land Cover Mapping
Ali Jamali, Swalpa Kumar Roy, Danfeng Hong +2
Convolutional Neural Networks (CNNs) are models that are utilized extensively for the hierarchical extraction of features. Vision transformers (ViTs), through the use of a self-att…
Neighborhood Attention Makes the Encoder of ResUNet Stronger for Accurate Road Extraction
Ali Jamali, Swalpa Kumar Roy, Jonathan Li +1
In the domain of remote sensing image interpretation, road extraction from high-resolution aerial imagery has already been a hot research topic. Although deep CNNs have presented e…