Papers › Gaussian Splatting on the Move: Blur and Rolling Shutter Compensation for Natural Camera Motion

Gaussian Splatting on the Move: Blur and Rolling Shutter Compensation for Natural Camera Motion

20 Mar 2024arXiv:2403.13327archive 2025-07-28

Otto Seiskari, Jerry Ylilammi, Valtteri Kaatrasalo, Pekka Rantalankila, Matias Turkulainen, Juho Kannala, Esa Rahtu, Arno Solin

High-quality scene reconstruction and novel view synthesis based on Gaussian Splatting (3DGS) typically require steady, high-quality photographs, often impractical to capture with handheld cameras. We present a method that adapts to camera motion and allows high-quality scene reconstruction with handheld video data suffering from motion blur and rolling shutter distortion. Our approach is based on detailed modelling of the physical image formation process and utilizes velocities estimated using visual-inertial odometry (VIO). Camera poses are considered non-static during the exposure time of a single image frame and camera poses are further optimized in the reconstruction process. We formulate a differentiable rendering pipeline that leverages screen space approximation to efficiently incorporate rolling-shutter and motion blur effects into the 3DGS framework. Our results with both synthetic and real data demonstrate superior performance in mitigating camera motion over existing methods, thereby advancing 3DGS in naturalistic settings.

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find_and_parse_directories_containing_splatting_metrics spectacularai/3dgs-deblur/parse_outputs.py official repository ran Apache-2.0 (permissive) · a6ca969619309751 · report
get_original_length_seconds spectacularai/3dgs-deblur/render_video.py official repository ran Apache-2.0 (permissive) · 8e4cf96a9ad903e6 · report
look_at spectacularai/3dgs-deblur/render_video.py official repository ran Apache-2.0 (permissive) · 5200d77644ff5c91 · report
parse_metrics spectacularai/3dgs-deblur/parse_outputs.py official repository ran Apache-2.0 (permissive) · 1a099056a7c33b78 · report
quaternion_to_rotation_matrix spectacularai/3dgs-deblur/process_synthetic_inputs.py official repository ran fingerprinted Apache-2.0 (permissive) · eb9595abec8daa1e · report
rotation_matrix_to_rotvec spectacularai/3dgs-deblur/process_synthetic_inputs.py official repository ran Apache-2.0 (permissive) · 4d9e90409902e684 · report
process spectacularai/3dgs-deblur/train_eval_split_by_blur_score.py official repository unverified Apache-2.0 (permissive) · 74f1182bfd36bf4b · report
process spectacularai/3dgs-deblur/combine.py official repository unverified Apache-2.0 (permissive) · 322128a1601d8e2a · report
process spectacularai/3dgs-deblur/process_synthetic_inputs.py official repository unverified Apache-2.0 (permissive) · 28c8bf6e0a340333 · report
process spectacularai/3dgs-deblur/render_video.py official repository unverified Apache-2.0 (permissive) · acaf0e4702f303d7 · report

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