mlsanityData to 14 Oct 2026

Tiger200K: Manually Curated High Visual Quality Video Dataset from UGC Platform

arXiv 2504.15182 ↗First posted 21 Apr 2025cs.CVcited by 1

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Abstract (arXiv)

The recent surge in open-source text-to-video generation models has significantly energized the research community, yet their dependence on proprietary training datasets remains a key constraint. While existing open datasets like Koala-36M employ algorithmic filtering of web-scraped videos from early platforms, they still lack the quality required for fine-tuning advanced video generation models. We present Tiger200K, a manually curated high visual quality video dataset sourced from User-Generated Content (UGC) platforms. By prioritizing visual fidelity and aesthetic quality, Tiger200K underscores the critical role of human expertise in data curation, and providing high-quality, temporally consistent video-text pairs for fine-tuning and optimizing video generation architectures through a simple but effective pipeline including shot boundary detection, OCR, border detecting, motion filter and fine bilingual caption. The dataset will undergo ongoing expansion and be released as an open-source initiative to advance research and applications in video generative models. Project page: https://tinytigerpan.github.io/tiger200k/

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 25 of its 31 references that are in the map. First posted on arXiv 21 Apr 2025.

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25 of 31 references.

References · 25

  1. 2025Qwen2.5-VL Technical Reportcited by 5,587
  2. 2025Wan: Open and Advanced Large-Scale Video Generative Modelscited by 2,708
  3. 2024CogVideoX: Text-to-Video Diffusion Models with An Expert Transformercited by 2,261
  4. 2024HunyuanVideo: A Systematic Framework For Large Video Generative Modelscited by 1,660
  5. 2019HowTo100M: Learning a Text-Video Embedding by Watching Hundred Million Narrated Video Clipscited by 950
  6. 2024LTX-Video: Realtime Video Latent Diffusioncited by 581
  7. 2024Panda-70M: Captioning 70M Videos with Multiple Cross-Modality Teacherscited by 393
  8. 2016YouTube-8M: A Large-Scale Video Classification Benchmarkcited by 324
  9. 2021MERLOT: Multimodal Neural Script Knowledge Modelscited by 311
  10. 2015MovieQA: Understanding Stories in Movies through Question-Answeringcited by 304
  11. 2021Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptionscited by 226
  12. 2015A Dataset for Movie Descriptioncited by 195
13 more
  1. 2024Follow-Your-Emoji: Fine-Controllable and Expressive Freestyle Portrait Animationcited by 174
  2. 2020TransNet V2: An effective deep network architecture for fast shot transition detectioncited by 171
  3. 2018How2: A Large-scale Dataset for Multimodal Language Understandingcited by 138
  4. 2024Koala-36M: A Large-scale Video Dataset Improving Consistency between Fine-grained Conditions and Video Contentcited by 135
  5. 2024CamI2V: Camera-Controlled Image-to-Video Diffusion Modelcited by 120
  6. 2022PP-OCRv3: More Attempts for the Improvement of Ultra Lightweight OCR Systemcited by 106
  7. 2017DeepStory: Video Story QA by Deep Embedded Memory Networkscited by 68
  8. 2024CustomCrafter: Customized Video Generation with Preserving Motion and Concept Composition Abilitiescited by 60
  9. 2025RealCam-I2V: Real-World Image-to-Video Generation with Interactive Complex Camera Controlcited by 57
  10. 2024Follow-Your-Click: Open-domain Regional Image Animation via Short Promptscited by 52
  11. 2017From Lifestyle Vlogs to Everyday Interactionscited by 42
  12. 2024VideoMaker: Zero-shot Customized Video Generation with the Inherent Force of Video Diffusion Modelscited by 16
  13. 2025RealCam-Vid: High-resolution Video Dataset with Dynamic Scenes and Metric-scale Camera Movementscited by 14

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