Research map / 3D vision / Depth and stereo
Spk2ImgNet: Learning To Reconstruct Dynamic Scene From Continuous Spike Stream
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use Spk2ImgNet's hierarchical reconstruction instead of TFI | Spike-camera reconstruction · Synthesized dataset | PSNR: 24.94 -> 38.44 | Helped |
| Use Spk2ImgNet instead of TVS | Spike-camera reconstruction · Synthesized dataset | SSIM: 0.7452 -> 0.9767 | Helped |
| Use Spk2ImgNet instead of TVS | Spike-camera reconstruction · Average real-life spike streams | NIQE: 7.4491 -> 3.8532 | Helped |
| Add spatially adaptive light inference (SALI) (ablation) | Spk2ImgNet · Synthesized dataset | PSNR: 37.03 -> 37.27 | Helped |
| Add pyramid deformable alignment (PDA) (ablation) | Spk2ImgNet · Synthesized dataset | PSNR: 37.03 -> 37.99 | Helped |
| Add reliability estimation (RE) to SALI and PDA (ablation) | Spk2ImgNet · Synthesized dataset | PSNR: 38.27 -> 38.44 | Helped |
| Add reliability estimation (RE) to SALI and PDA (ablation) | Spk2ImgNet · Synthesized dataset | SSIM: 0.9768 -> 0.9767 | Hurt |
Closest papers by meaning
- Spk2SRImgNet: Super-Resolve Dynamic Scene from Spike Stream via Motion Aligned Collaborative Filtering (CVPR 2025 · similarity 0.90)
- Finding Visual Saliency in Continuous Spike Stream (AAAI 2024 · similarity 0.90)
- Spatio-Temporal Interactive Learning for Efficient Image Reconstruction of Spiking Cameras (NeurIPS 2024 · similarity 0.90)
- Rethinking High-speed Image Reconstruction Framework with Spike Camera (AAAI 2025 · similarity 0.89)
- SpikeReveal: Unlocking Temporal Sequences from Real Blurry Inputs with Spike Streams (NeurIPS 2024 · similarity 0.89)
- Optical Flow for Spike Camera with Hierarchical Spatial-Temporal Spike Fusion (AAAI 2024 · similarity 0.89)
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