CAMBI: Contrast-aware Multiscale Banding Index
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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
- 2020BBAND Index: A No-Reference Banding Artifact Predictorcited by 19
- 2020GIFnets: Differentiable GIF Encoding Frameworkcited by 2
Built on by
Citing papers per year: 2021: 1; 2022: 0; 2023: 3; 2024: 1; 2025: 4.
9 papers.
- 2023BAND-2k: Banding Artifact Noticeable Database for Banding Detection and Quality Assessmentcited by 5
- 2025BrokenVideos: A Benchmark Dataset for Fine-Grained Artifact Localization in AI-Generated Videoscited by 4
- 2023FS-BAND: A Frequency-Sensitive Banding Detectorcited by 3
- 2023BVI-Artefact: An Artefact Detection Benchmark Dataset for Streamed Videoscited by 3
- 2021Deep Image Debandingcited by 2
- 2024MVAD: A Multiple Visual Artifact Detector for Video Streamingcited by 2
- 2025Subjective and Objective Quality Assessment of Banding Artifacts on Compressed Videoscited by 0
- 2025Guiding WaveMamba with Frequency Maps for Image Debandingcited by 0
- 2025Towards Unified Video Quality Assessmentcited by 0
- 2025Towards Unified Video Quality Assessment1 Dec 2025
- 2025Guiding WaveMamba with Frequency Maps for Image Debanding15 Aug 2025
- 2025Subjective and Objective Quality Assessment of Banding Artifacts on Compressed Videos12 Aug 2025
- 2025BrokenVideos: A Benchmark Dataset for Fine-Grained Artifact Localization in AI-Generated Videos25 Jun 2025
- 2024MVAD: A Multiple Visual Artifact Detector for Video Streaming31 May 2024
- 2023BVI-Artefact: An Artefact Detection Benchmark Dataset for Streamed Videos14 Dec 2023
- 2023FS-BAND: A Frequency-Sensitive Banding Detector30 Nov 2023
- 2023BAND-2k: Banding Artifact Noticeable Database for Banding Detection and Quality Assessment29 Nov 2023
- 2021Deep Image Debanding16 Oct 2021