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cs.CV2026
Image Difference Quantification Using Autoencoder-Based Latent Representations
Manish Sharma, Timothy Yim, Clifton Forlines
Traditional image similarity metrics such as Mean Squared Error (MSE), Peak Signal-to-Noise Ratio (PSNR), and the Structural Similarity Index Measure (SSIM) rely on pixel-level com…
cs.CV2024★ 1 cited
Convolutional Neural Network Compression via Dynamic Parameter Rank Pruning
Manish Sharma, Jamison Heard, Eli Saber +1
While Convolutional Neural Networks (CNNs) excel at learning complex latent-space representations, their over-parameterization can lead to overfitting and reduced performance, part…