MFVSR: A Multi-Style and Fine-Grained Benchmark for Video Subtitle Removal

arXiv:2610.18461 · cs.CV · Submitted 2026-10-13 · Read on arXiv

cs.CV

Submitted: 2026-10-13

Updated: 2026-10-13

Comments: 31 pages, including appendix. Code: https://github.com/hxyiiii/MFVSR ; Data: https://huggingface.co/datasets/siiian/MFVSR

Code: https://github.com/hxyiiii/MFVSR

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Benchmark — 1× in this paper · explained in 2 episodes

Sources

• No Language Left Behind: Scaling Human-Centered Machine Translation
• The FLoRes Evaluation Datasets for Low-Resource Machine Translation: Nepali-English and Sinhala-English
• SEDiT: Mask-Free Video Subtitle Erasure via One-step Diffusion Transformer
• DiffuEraser: A Diffusion Model for Video Inpainting
• VBench-2.0: Advancing Video Generation Benchmark Suite for Intrinsic Faithfulness

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