Under causal low-delay video conferencing SR, single-image baselines won the general and talking-head tracks, OCR-based text recovery won the screen-content track, and PSNR/SSIM correlated weakly with subjective quality.
NTIRE 2023 Challenge on Image Super-Resolution (x4): Methods and results,
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ICME 2025 Grand Challenge on Video Super-Resolution for Video Conferencing
Under causal low-delay video conferencing SR, single-image baselines won the general and talking-head tracks, OCR-based text recovery won the screen-content track, and PSNR/SSIM correlated weakly with subjective quality.