mlsanityData to 7 Oct 2026

CAMBI: Contrast-aware Multiscale Banding Index

arXiv 2102.00079 ↗First posted 29 Jan 2021eess.IV cs.CVcited by 9

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Abstract (arXiv)

Banding artifacts are artificially-introduced contours arising from the quantization of a smooth region in a video. Despite the advent of recent higher quality video systems with more efficient codecs, these artifacts remain conspicuous, especially on larger displays. In this work, a comprehensive subjective study is performed to understand the dependence of the banding visibility on encoding parameters and dithering. We subsequently develop a simple and intuitive no-reference banding index called CAMBI (Contrast-aware Multiscale Banding Index) which uses insights from Contrast Sensitivity Function in the Human Visual System to predict banding visibility. CAMBI correlates well with subjective perception of banding while using only a few visually-motivated hyperparameters.

Key facts. Cited by 9 papers in the map (data through 7 Oct 2026). Builds on 2 of its 21 references that are in the map. First posted on arXiv 29 Jan 2021.

Builds on

2 of 21 references.

References · 2

  1. 2020BBAND Index: A No-Reference Banding Artifact Predictorcited by 19
  2. 2020GIFnets: Differentiable GIF Encoding Frameworkcited by 2

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Cited by year

Citing papers per year: 2021: 1; 2022: 0; 2023: 3; 2024: 1; 2025: 4.

9 papers.