Research map / Video / Video segmentation and tracking
Bringing a Blurry Frame Alive at High Frame-Rate With an Event Camera
Check your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use EDI to jointly model the blurry frame and event data for deblurring | Single-image deblurring · Synthetic dataset, deblurred images | PSNR(dB): 30.26 -> 29.06 | Hurt |
| Use EDI to jointly model the blurry frame and event data for deblurring | Single-image deblurring · Synthetic dataset, deblurred images | SSIM: 0.9342 -> 0.9430 | Helped |
| Reconstruct video directly with EDI rather than a sequential deblur-and-reconstruction pipeline | High-frame-rate video reconstruction · Synthetic dataset, reconstructed videos | PSNR(dB): 26.34 -> 28.49 | Helped |
| Reconstruct video directly with EDI rather than a sequential deblur-and-reconstruction pipeline | High-frame-rate video reconstruction · Synthetic dataset, reconstructed videos | SSIM: 0.8556 -> 0.9199 | Helped |
Closest papers by meaning
- Latency Correction for Event-guided Deblurring and Frame Interpolation (CVPR 2024 · similarity 0.88)
- EvFocus: Learning to Reconstruct Sharp Images from Out-of-Focus Event Streams (ICML 2025 · similarity 0.87)
- LED: A Large-scale Real-world Paired Dataset for Event Camera Denoising (CVPR 2024 · similarity 0.87)
- Frequency-aware Event-based Video Deblurring for Real-World Motion Blur (CVPR 2024 · similarity 0.87)
- Towards Robust Event-guided Low-Light Image Enhancement: A Large-Scale Real-World Event-Image Dataset and Novel Approach (CVPR 2024 · similarity 0.86)
- E2HQV: High-Quality Video Generation from Event Camera via Theory-Inspired Model-Aided Deep Learning (AAAI 2024 · similarity 0.86)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.