Repo

LongE2V

Generates videos from event streams for reconstruction, prediction, and interpolation using the same repo, weights, and task scripts.

GitHub ↗Jul 9, 2026Paper ↗

  • multimodal
  • event-camera
  • video-diffusion
  • frame-interpolation
Composite showing three event-to-video tasks with outputs demonstrating capabilities
Composite showing three event-to-video tasks with outputs demonstrating capabilities

What it is

Unified event-to-video diffusion pipeline for long-horizon reconstruction, prediction, and interpolation from sparse event streams. Turn sparse event voxel streams into stable videos for reconstruction, future prediction, and frame interpolation with one inference and training pipeline.

Key results

  • Supports 3 tasks: reconstruction, prediction, and interpolation
  • Released preprocessed data for BS-ERGB, ECD, MVSEC, and HQF
  • Provides released LoRA weights and full generated eval outputs

Shows that a single diffusion-based pipeline can handle long-horizon event-to-video generation across multiple tasks.

One useful ML email a week.

Worth your time, not all of your time.

We track new ML work across papers, code, and data, then keep only the pieces worth a closer look. Selected, not collected.

Papers.Data.Code

The Weekly ML Signal

Selected, not collected.

One useful ML email a week: the papers, repos and datasets worth your attention.

Worth your time, not all of your time.