BBAND Index: A No-Reference Banding Artifact Predictor
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Abstract (arXiv)
Banding artifact, or false contouring, is a common video compression impairment that tends to appear on large flat regions in encoded videos. These staircase-shaped color bands can be very noticeable in high-definition videos. Here we study this artifact, and propose a new distortion-specific no-reference video quality model for predicting banding artifacts, called the Blind BANding Detector (BBAND index). BBAND is inspired by human visual models. The proposed detector can generate a pixel-wise banding visibility map and output a banding severity score at both the frame and video levels. Experimental results show that our proposed method outperforms state-of-the-art banding detection algorithms and delivers better consistency with subjective evaluations.
Key facts. Cited by 19 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 Feb 2020.
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Citing papers per year: 2021: 4; 2022: 2; 2023: 5; 2024: 3; 2025: 5.
19 papers.
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- 2021RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Contentcited by 100
- 2022Subjective Assessment of High Dynamic Range Videos Under Different Ambient Conditionscited by 12
- 2024CLIPVQA:Video Quality Assessment via CLIPcited by 11
- 2022FAVER: Blind Quality Prediction of Variable Frame Rate Videoscited by 10
- 2021CAMBI: Contrast-aware Multiscale Banding Indexcited by 9
- 2025Just Noticeable Difference for Large Multimodal Modelscited by 9
- 2023BAND-2k: Banding Artifact Noticeable Database for Banding Detection and Quality Assessmentcited by 5
- 2021Regression or Classification? New Methods to Evaluate No-Reference Picture and Video Quality Modelscited by 4
- 2025BrokenVideos: A Benchmark Dataset for Fine-Grained Artifact Localization in AI-Generated Videoscited by 4
- 2023Robust estimation of exposure ratios in multi-exposure image stackscited by 3
- 2023FS-BAND: A Frequency-Sensitive Banding Detectorcited by 3
- 2023BVI-Artefact: An Artefact Detection Benchmark Dataset for Streamed Videoscited by 3
7 more
- 2021Deep Image Debandingcited by 2
- 2024MVAD: A Multiple Visual Artifact Detector for Video Streamingcited by 2
- 2024Subjective and Objective Analysis of Indian Social Media Video Qualitycited by 1
- 2023Redistributing the Precision and Content in 3D-LUT-based Inverse Tone-mapping for HDR/WCG Displaycited by 0
- 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
- 2025Just Noticeable Difference for Large Multimodal Models1 Jul 2025
- 2025BrokenVideos: A Benchmark Dataset for Fine-Grained Artifact Localization in AI-Generated Videos25 Jun 2025
- 2024CLIPVQA:Video Quality Assessment via CLIP6 Jul 2024
- 2024MVAD: A Multiple Visual Artifact Detector for Video Streaming31 May 2024
- 2024Subjective and Objective Analysis of Indian Social Media Video Quality5 Jan 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
- 2023Redistributing the Precision and Content in 3D-LUT-based Inverse Tone-mapping for HDR/WCG Display29 Sep 2023
7 more
- 2023Robust estimation of exposure ratios in multi-exposure image stacks5 Aug 2023
- 2022Subjective Assessment of High Dynamic Range Videos Under Different Ambient Conditions20 Sep 2022
- 2022FAVER: Blind Quality Prediction of Variable Frame Rate Videos5 Jan 2022
- 2021Deep Image Debanding16 Oct 2021
- 2021Regression or Classification? New Methods to Evaluate No-Reference Picture and Video Quality Models30 Jan 2021
- 2021CAMBI: Contrast-aware Multiscale Banding Index29 Jan 2021
- 2021RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Content26 Jan 2021
- 2025Just Noticeable Difference for Large Multimodal Modelscited by 9
- 2025Just Noticeable Difference for Large Multimodal Models1 Jul 2025
- 2025Towards Unified Video Quality Assessmentcited by 0
- 2025Towards Unified Video Quality Assessment1 Dec 2025
- 2021RAPIQUE: Rapid and Accurate Video Quality Prediction of User Generated Contentcited by 100
- 2022Subjective Assessment of High Dynamic Range Videos Under Different Ambient Conditionscited by 12
- 2024CLIPVQA:Video Quality Assessment via CLIPcited by 11
- 2022FAVER: Blind Quality Prediction of Variable Frame Rate Videoscited by 10
- 2021CAMBI: Contrast-aware Multiscale Banding Indexcited by 9
- 2023BAND-2k: Banding Artifact Noticeable Database for Banding Detection and Quality Assessmentcited by 5
- 2021Regression or Classification? New Methods to Evaluate No-Reference Picture and Video Quality Modelscited by 4
- 2025BrokenVideos: A Benchmark Dataset for Fine-Grained Artifact Localization in AI-Generated Videoscited by 4
- 2023Robust estimation of exposure ratios in multi-exposure image stackscited by 3
- 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
12 most cited of 17 All 17 (JSON)
- 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
- 2024CLIPVQA:Video Quality Assessment via CLIP6 Jul 2024
- 2024MVAD: A Multiple Visual Artifact Detector for Video Streaming31 May 2024
- 2024Subjective and Objective Analysis of Indian Social Media Video Quality5 Jan 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
- 2023Redistributing the Precision and Content in 3D-LUT-based Inverse Tone-mapping for HDR/WCG Display29 Sep 2023
- 2023Robust estimation of exposure ratios in multi-exposure image stacks5 Aug 2023
- 2022Subjective Assessment of High Dynamic Range Videos Under Different Ambient Conditions20 Sep 2022
12 newest of 17 All 17 (JSON)