JLD: Perceptual Distance Through A Jacobian Lens
Jacobian Lens Distance measures perceptual image difference from a frozen vision encoder without human-label fitting.
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Stories tagged #image-quality
Learning Steadily: Accumulating Relative Point Margin Scores for Face Image Quality Assessment
CARPM-FIQA stabilizes face-image quality scores by accumulating relative point margins across training.
OracleZoom: On-Policy Self-Distillation Inspired Reference-Constrained Recursive Image Super Resolution
OracleZoom enables recursive extreme-scale image super-resolution via reference-constrained on-policy distillation, reducing hallucinations at deep zoom scales.