Research map / Video / Video segmentation and tracking
Neural Global Shutter: Learn To Restore Video From a Rolling Shutter Camera With Global Reset Feature
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| remove exposure encoding (ablation) | Neural Global Shutter · Set-I F | PSNR: 32.72 -> 32.53 | Hurt |
| remove spatial attention (ablation) | Neural Global Shutter · Set-I F | PSNR: 32.72 -> 26.51 | Hurt |
| remove exposure encoding and spatial attention (ablation) | Neural Global Shutter · Set-I F | PSNR: 32.72 -> 25.09 | Hurt |
| remove backward path of long-term aggregator (ablation) | Neural Global Shutter · Set-I F | PSNR: 32.72 -> 31.76 | Hurt |
| remove long-term aggregator (ablation) | Neural Global Shutter · Set-I F | PSNR: 32.72 -> 31.99 | Hurt |
| replace deformable convolution with convolution (ablation) | Neural Global Shutter · Set-I F | PSNR: 32.72 -> 31.70 | Hurt |
| remove long-term aggregator and replace deformable convolution with convolution (ablation) | Neural Global Shutter · Set-I F | PSNR: 32.72 -> 31.25 | Hurt |
| remove long-term aggregation, replace deformable convolution with convolution, and replace channel attention with convolution (ablation) | Neural Global Shutter · Set-I F | PSNR: 32.72 -> 29.31 | Hurt |
| remove long-term and short-term temporal aggregation, replace deformable convolution with convolution, and replace channel attention with convolution (ablation) | Neural Global Shutter · Set-I F | PSNR: 32.72 -> 27.56 | Hurt |
Closest papers by meaning
- Rolling Shutter Correction with Intermediate Distortion Flow Estimation (CVPR 2024 · similarity 0.91)
- USB-NeRF: Unrolling Shutter Bundle Adjusted Neural Radiance Fields (ICLR 2024 · similarity 0.88)
- Single Image Rolling Shutter Removal with Diffusion Models (AAAI 2025 · similarity 0.88)
- Motion Blur Decomposition with Cross-shutter Guidance (CVPR 2024 · similarity 0.86)
- Order-One Rolling Shutter Cameras (CVPR 2025 · similarity 0.85)
- EVS-assisted Joint Deblurring Rolling-Shutter Correction and Video Frame Interpolation through Sensor Inverse Modeling (CVPR 2024 · similarity 0.84)
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