Explore

Controllable Video Generation Project

control: camera, motion

Papers with code

Camera Control

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GEN3C: 3D-Informed World-Consistent Video Generation with Precise Camera Control, ICCV, 2025⁠

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TRAINING-FREE CAMERA CONTROL FOR VIDEO GEN-ERATION, 2025, ICLR⁠

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CAMI2V: CAMERA-CONTROLLED IMAGE-TO-VIDEODIFFUSION MODEL, ICLR 2025⁠

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Motion Control

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Baselines

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https://github.com/CIntellifusion/GeometryForcing/tree/main⁠

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https://github.com/hehao13/CameraCtrl/tree/svd?tab=readme-ov-file⁠

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https://github.com/TencentARC/MotionCtrl⁠

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https://github.com/facebookresearch/vggt⁠

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https://github.com/facebookresearch/map-anything⁠

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https://github.com/bytedance/ATI⁠

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Subtasks

Single View to Video Generation

Metrics

video quality

psnr, lpips, ssim, fvd, ClipSim,

view consistency/ cam pose eta

RPE, RVE

transErr, RotErr

others

user study

user preference rate, MOS score,

Datasets

RealEstate10K

CO3Dv2

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https://phototour.cs.washington.edu/⁠

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Stuff

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