Video Temporal Consistency

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

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Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

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Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

8 shown of 8 papers with code (11 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Blind Video Temporal Consistency via Deep Video Prior
  22 Oct 2020 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  Extensive quantitative and perceptual experiments show that our approach obtains superior performance than state-of-the-art methods on blind video temporal consistency.
• NaRCan: Natural Refined Canonical Image with Integration of Diffusion Prior for Video Editing
  10 Jun 2024 1 repository listed Syntology ran 0 of 2 samples · 2 unverified · 2 pointer-only (licence)
  We propose a video editing framework, NaRCan, which integrates a hybrid deformation field and diffusion prior to generate high-quality natural canonical images to represent the input video.
• Beyond Alignment: Blind Video Face Restoration via Parsing-Guided Temporal-Coherent Transformer
  21 Apr 2024 1 repository listed Syntology ran 17 of 19 samples · 2 unverified · 19 pointer-only (licence)
  Multiple complex degradations are coupled in low-quality video faces in the real world.
• Edit Temporal-Consistent Videos with Image Diffusion Model
  17 Aug 2023 1 repository listed Syntology ran 3 of 6 samples · 3 unverified
  In addition to the utilization of a pretrained T2I 2D Unet for spatial content manipulation, we establish a dedicated temporal Unet architecture to faithfully capture the temporal coherence of the input video sequences.
• Blind Video Deflickering by Neural Filtering with a Flawed Atlas
  14 Mar 2023 1 repository listed Syntology ran 2 of 2 samples · 0 unverified
  Prior work usually requires specific guidance such as the flickering frequency, manual annotations, or extra consistent videos to remove the flicker.
• Interactive Control over Temporal Consistency while Stylizing Video Streams
  2 Jan 2023 1 repository listed
  For stylization tasks, however, consistency control is an essential requirement as a certain amount of flickering adds to the artistic look and feel.
• Deep Video Prior for Video Consistency and Propagation
  27 Jan 2022 1 repository listed
  A progressive propagation strategy with pseudo labels is also proposed to enhance DVP's performance on video propagation.
• Learning Blind Video Temporal Consistency
  1 Aug 2018 1 repository listed
  Our method takes the original unprocessed and per-frame processed videos as inputs to produce a temporally consistent video.

Syntology lines on 5 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.