Research map / 3D vision / Depth and stereo
Single Image Optical Flow Estimation With an Event Camera
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add the event-based photometric consistency term (ablation) | Ours · Sintel | AEE | Helped |
| add the event-based photometric consistency term (ablation) | Ours · Sintel | MSE | Helped |
| add the event-based photometric consistency term (ablation) | Ours · Sintel | FE (%) | Helped |
| add the blur formation constraint (ablation) | Ours · Sintel | AEE | Helped |
| add the blur formation constraint (ablation) | Ours · Sintel | MSE | Helped |
| add the blur formation constraint (ablation) | Ours · Sintel | FE (%) | Helped |
| jointly optimize flow and latent image using image plus events rather than staged reconstruction and flow estimation | Ours · GoPro | AEE: 0.9796 -> 0.8641 | Helped |
| jointly optimize flow and latent image using image plus events rather than staged reconstruction and flow estimation | Ours · GoPro | PSNR: 31.5595 -> 31.9234 | Helped |
Closest papers by meaning
- EDCFlow: Exploring Temporally Dense Difference Maps for Event-based Optical Flow Estimation (CVPR 2025 · similarity 0.90)
- Efficient Meshflow and Optical Flow Estimation from Event Cameras (CVPR 2024 · similarity 0.88)
- MemFlow: Optical Flow Estimation and Prediction with Memory (CVPR 2024 · similarity 0.87)
- Graph Neural Network Combining Event Stream and Periodic Aggregation for Low-Latency Event-based Vision (CVPR 2025 · similarity 0.87)
- DPFlow: Adaptive Optical Flow Estimation with a Dual-Pyramid Framework (CVPR 2025 · similarity 0.86)
- Injecting Frame-Event Complementary Fusion into Diffusion for Optical Flow in Challenging Scenes (NeurIPS 2025 · similarity 0.86)
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