3 papers
cs.CV2026
Orthogonal Polynomial Approximation for Matrix Log Normalization in Global Covariance Pooling
Md Rifat Ur Rahman, Md Raihan Khan, Md Sakib Hossain Shovon +2
Global Covariance Pooling (GCP) improves deep networks by capturing second-order feature statistics, and is especially effective for fine-grained recognition. Because covariance ma…
cs.CV2026
Difficulty-Calibrated Interpolation Paths for Conditional Flow Matching
Airin Akter Tania, Md Raihan Khan
Conditional Flow Matching trains generative models by regressing a network onto the velocity of a prescribed noise-to-data interpolation path. The interpolation schedule that shape…
cs.CV2026
AutoLumNet: Monotone Optimal Transport for Single-Shot Exposure Correction
Airin Akter Tania, Md Raihan Khan, Mohiuddin Ahmad
Single-shot exposure correction aims to map an arbitrarily degraded image---whether under-exposed, over-exposed, or a spatial mixture of both---to a well-exposed output from a sing…