mlsanityData to 14 Oct 2026

RealCam-Vid: High-resolution Video Dataset with Dynamic Scenes and Metric-scale Camera Movements

arXiv 2504.08212 ↗First posted 11 Apr 2025cs.CVcited by 14

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Abstract (arXiv)

Recent advances in camera-controllable video generation have been constrained by the reliance on static-scene datasets with relative-scale camera annotations, such as RealEstate10K. While these datasets enable basic viewpoint control, they fail to capture dynamic scene interactions and lack metric-scale geometric consistency-critical for synthesizing realistic object motions and precise camera trajectories in complex environments. To bridge this gap, we introduce the first fully open-source, high-resolution dynamic-scene dataset with metric-scale camera annotations in https://github.com/ZGCTroy/RealCam-Vid.

Key facts. Cited by 14 papers in the map (data through 14 Oct 2026). Builds on 11 of its 14 references that are in the map. First posted on arXiv 11 Apr 2025.

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11 of 14 references.

References · 11

  1. 2024SAM 2: Segment Anything in Images and Videoscited by 2,863
  2. 2020RAFT: Recurrent All-Pairs Field Transforms for Optical Flowcited by 2,415
  3. 2024CogVideoX: Text-to-Video Diffusion Models with An Expert Transformercited by 2,261
  4. 2023VBench: Comprehensive Benchmark Suite for Video Generative Modelscited by 1,822
  5. 2023PixArt-α: Fast Training of Diffusion Transformer for Photorealistic Text-to-Image Synthesiscited by 864
  6. 2023DL3DV-10K: A Large-Scale Scene Dataset for Deep Learning-based 3D Visioncited by 537
  7. 2023CoTracker: It is Better to Track Togethercited by 522
  8. 2024MonST3R: A Simple Approach for Estimating Geometry in the Presence of Motioncited by 442
  9. 2024Metric3Dv2: A Versatile Monocular Geometric Foundation Model for Zero-shot Metric Depth and Surface Normal Estimationcited by 395
  10. 2024MiraData: A Large-Scale Video Dataset with Long Durations and Structured Captionscited by 146
  11. 2024Koala-36M: A Large-scale Video Dataset Improving Consistency between Fine-grained Conditions and Video Contentcited by 135

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 4; 2026: 10.

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