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OpenS2V-Eval

Introduced by Shenghai Yuan et al. in OpenS2V-Nexus: A Detailed Benchmark and Million-Scale Dataset for Subject-to-Video Generation26 May 2025 archive 2025-07-28

OpenS2V-Eval introduces 180 prompts from seven major categories of S2V, which incorporate both real and synthetic test data. Furthermore, to accurately align human preferences with S2V benchmarks, we propose three automatic metrics: NexusScore, NaturalScore, GmeScore to separately quantify subject consistency, naturalness, and text relevance in generated videos. Building on this, we conduct a comprehensive evaluation of 14 representative S2V models, highlighting their strengths and weaknesses across different content.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Open-Domain Subject-to-Video OpenS2V-Eval Kling 1.6 Total Score 0.5446 Identity-Preserving Text-to-Video Generation by... PKU-YuanGroup/ConsisID 10 Compare

Papers archive 2025-07-28

5 shown of 5 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 8. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
MAGREF: Masked Guidance for Any-Reference Video Generation 1 1 29 May 2025 ran 5 of 14 samples (9 unverified)
SkyReels-A2: Compose Anything in Video Diffusion Transformers 1 1 3 Apr 2025 not harvested
VACE: All-in-One Video Creation and Editing 2 3 10 Mar 2025 ran 8 of 19 samples (11 unverified)
Phantom: Subject-consistent video generation via cross-modal alignment 1 2 16 Feb 2025 ran 3 of 12 samples (9 unverified)
Identity-Preserving Text-to-Video Generation by Frequency Decomposition 1 3 26 Nov 2024 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

CC-BY-4.0

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • OpenS2V-Eval

1 variant name, as the archive lists them.

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