mlsanityData to 14 Oct 2026

Scalable Event-Based Video Streaming for Machines with MoQ

arXiv 2508.15003 ↗First posted 20 Aug 2025eess.IV cs.CV cs.MMcited by 0

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Abstract (arXiv)

Lossy compression and rate-adaptive streaming are a mainstay in traditional video steams. However, a new class of neuromorphic ``event'' sensors records video with asynchronous pixel samples rather than image frames. These sensors are designed for computer vision applications, rather than human video consumption. Until now, researchers have focused their efforts primarily on application development, ignoring the crucial problem of data transmission. We survey the landscape of event-based video systems, discuss the technical issues with our recent scalable event streaming work, and propose a new low-latency event streaming format based on the latest additions to the Media Over QUIC protocol draft.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 16 of its 43 references that are in the map. First posted on arXiv 20 Aug 2025.

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16 of 43 references.

References · 16

  1. 2021Swin Transformer V2: Scaling Up Capacity and Resolutioncited by 1,228
  2. 2018Unsupervised Event-based Learning of Optical Flow, Depth, and Egomotioncited by 307
  3. 2018EV-FlowNet: Self-Supervised Optical Flow Estimation for Event-based Camerascited by 224
  4. 2018Event-based Vision meets Deep Learning on Steering Prediction for Self-driving Carscited by 200
  5. 2022Recurrent Vision Transformers for Object Detection with Event Camerascited by 159
  6. 2021Nested Hierarchical Transformer: Towards Accurate, Data-Efficient and Interpretable Visual Understandingcited by 97
  7. 2024State Space Models for Event Camerascited by 75
  8. 2023GET: Group Event Transformer for Event-Based Visioncited by 73
  9. 2023From Chaos Comes Order: Ordering Event Representations for Object Recognition and Detectioncited by 52
  10. 2022How Many Events do You Need? Event-based Visual Place Recognition Using Sparse But Varying Pixelscited by 18
  11. 2023Dual Memory Aggregation Network for Event-Based Object Detection with Learnable Representationcited by 16
  12. 2016Steering a Predator Robot using a Mixed Frame/Event-Driven Convolutional Neural Networkcited by 15
4 more
  1. 2023An Asynchronous Intensity Representation for Framed and Event Video Sourcescited by 5
  2. 2023Accelerated Event-Based Feature Detection and Compression for Surveillance Video Systemscited by 3
  3. 2024Rethinking Video with a Universal Event-Based Representationcited by 2
  4. 2024Low-Latency Scalable Streaming for Event-Based Visioncited by 1

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