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BEGIN:VEVENT
UID:d08b8d78371c5fe2be7542d802873ada40e4dc55@swoogo.com
DTSTAMP:20260713T095507Z
DESCRIPTION:Film grain\, integral to analogue cinema's aesthetic\, challeng
 es video distribution in low-bitrate scenarios\, often compromising its au
 thenticity due to compression constraints. AV1 film grain synthesis techno
 logy addresses this by separating and estimating film grain parameters dur
 ing encoding\, which are then used to reconstruct grain during decoding. H
 owever\, the choice of film grain block size impacts the quality of recons
 truction\, with larger blocks potentially introducing noticeable repetitiv
 e noise. We propose a novel perceptual quality assessment method to detect
  and penalize these repetitive patterns. By leveraging the human visual sy
 stem's masking effect\, our method normalizes decoded frames and assesses 
 local cosine similarities with the film grain template to identify and qua
 ntify noise patterns. Implemented in the frequency domain\, it processes h
 igh-resolution videos efficiently (around 2 FPS for UHD frames). Subjectiv
 e experiments with expert viewers confirm high correlations (SRCC = 0.853\
 , PLCC = 0.856) between our method and human judgments\, validating its ef
 fectiveness in preserving film grain authenticity.
DTSTART:20241023T170000Z
DTEND:20241023T173000Z
LAST-MODIFIED:20260713T095507Z
LOCATION:Session Room 1
SEQUENCE:0
STATUS:CONFIRMED
SUMMARY:AV1 Repetitive Film Grain Pattern Detection and Quality Assessment
TRANSP:OPAQUE
X-ALT-DESC;FMTTYPE=text/html:<p>Film grain\, integral to analogue cinema's 
 aesthetic\, challenges video distribution in low-bitrate scenarios\, often
  compromising its authenticity due to compression constraints. AV1 film gr
 ain synthesis technology addresses this by separating and estimating film 
 grain parameters during encoding\, which are then used to reconstruct grai
 n during decoding. However\, the choice of film grain block size impacts t
 he quality of reconstruction\, with larger blocks potentially introducing 
 noticeable repetitive noise. We propose a novel perceptual quality assessm
 ent method to detect and penalize these repetitive patterns. By leveraging
  the human visual system's masking effect\, our method normalizes decoded 
 frames and assesses local cosine similarities with the film grain template
  to identify and quantify noise patterns. Implemented in the frequency dom
 ain\, it processes high-resolution videos efficiently (around 2 FPS for UH
 D frames). Subjective experiments with expert viewers confirm high correla
 tions (SRCC = 0.853\, PLCC = 0.856) between our method and human judgments
 \, validating its effectiveness in preserving film grain authenticity.</p>
BEGIN:VALARM
UID:39323330-3037-4434-b365-633566626666
ACTION:DISPLAY
DESCRIPTION:Film grain\, integral to analogue cinema's aesthetic\, challeng
 es video distribution in low-bitrate scenarios\, often compromising its au
 thenticity due to compression constraints. AV1 film grain synthesis techno
 logy addresses this by separating and estimating film grain parameters dur
 ing encoding\, which are then used to reconstruct grain during decoding. H
 owever\, the choice of film grain block size impacts the quality of recons
 truction\, with larger blocks potentially introducing noticeable repetitiv
 e noise. We propose a novel perceptual quality assessment method to detect
  and penalize these repetitive patterns. By leveraging the human visual sy
 stem's masking effect\, our method normalizes decoded frames and assesses 
 local cosine similarities with the film grain template to identify and qua
 ntify noise patterns. Implemented in the frequency domain\, it processes h
 igh-resolution videos efficiently (around 2 FPS for UHD frames). Subjectiv
 e experiments with expert viewers confirm high correlations (SRCC = 0.853\
 , PLCC = 0.856) between our method and human judgments\, validating its ef
 fectiveness in preserving film grain authenticity.
TRIGGER:-PT15M
END:VALARM
END:VEVENT
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