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cs.CV2025
StrCGAN: A Generative Framework for Stellar Image Restoration
Shantanusinh Parmar, Silas Janke
We introduce StrCGAN (Stellar Cyclic GAN), a generative model designed to enhance low-resolution astrophotography images. Our goal is to reconstruct high fidelity ground truth like…
cs.CV2025
Benchmarking Deep Learning-Based Object Detection Models on Feature Deficient Astrophotography Imagery Dataset
Shantanusinh Parmar
Object detection models are typically trained on datasets like ImageNet, COCO, and PASCAL VOC, which focus on everyday objects. However, these lack signal sparsity found in non-com…