Research map / 3D vision / Depth and stereo
Learning to Super-resolve Dynamic Scenes for Neuromorphic Spike Camera
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use SpikeSR-Net instead of Spk2ImgNet + MISR | Spike camera super-resolution · DIV2K-based Spike Data ×2 | PSNR (dB): 27.14 -> 28.70 | Helped |
| Use SpikeSR-Net instead of Spk2ImgNet + MISR | Spike camera super-resolution · DIV2K-based Spike Data ×4 | PSNR (dB): 25.85 -> 26.88 | Helped |
| Use SpikeSR-Net instead of Spk2ImgNet + MISR | Spike camera super-resolution · REDS-based Spike Data ×2 | PSNR (dB): 28.76 -> 30.79 | Helped |
| Use SpikeSR-Net instead of Spk2ImgNet + MISR | Spike camera super-resolution · REDS-based Spike Data ×4 | PSNR (dB): 27.24 -> 28.46 | Helped |
| Add pixel-adaptive spike encoder (ablation) | SpikeSR-Net · REDS-based Spike Data ×2 | PSNR: 29.48 -> 30.79 | Helped |
| Add gradient descent module (ablation) | SpikeSR-Net · REDS-based Spike Data ×2 | PSNR: 29.71 -> 30.79 | Helped |
| Add motion alignment (ablation) | SpikeSR-Net · REDS-based Spike Data ×2 | PSNR: 30.00 -> 30.79 | Helped |
| Add proximal mapping module (ablation) | SpikeSR-Net · REDS-based Spike Data ×2 | PSNR: 29.83 -> 30.79 | Helped |
Closest papers by meaning
- Super-Resolution Reconstruction from Bayer-Pattern Spike Streams (CVPR 2024 · similarity 0.91)
- Rethinking High-speed Image Reconstruction Framework with Spike Camera (AAAI 2025 · similarity 0.89)
- Spk2SRImgNet: Super-Resolve Dynamic Scene from Spike Stream via Motion Aligned Collaborative Filtering (CVPR 2025 · similarity 0.88)
- Spatio-Temporal Interactive Learning for Efficient Image Reconstruction of Spiking Cameras (NeurIPS 2024 · similarity 0.88)
- Self-Supervised Learning for Color Spike Camera Reconstruction (CVPR 2025 · similarity 0.88)
- SpikeNeRF: Learning Neural Radiance Fields from Continuous Spike Stream (CVPR 2024 · similarity 0.87)
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