Event-based vision

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

11 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

3 subtasks in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 65 papers with code (145 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• eCARLA-scenes: A synthetically generated dataset for event-based optical flow prediction
  12 Dec 2024 2 repositories listed
  We further present a synthetic event-based datasets and data generation pipelines for optical flow prediction tasks.
• State Space Models for Event Cameras
  23 Feb 2024 2 repositories listed Syntology ran 5 of 19 samples · 14 unverified · 1 pointer-only (licence)
  We address this challenge by introducing state-space models (SSMs) with learnable timescale parameters to event-based vision.
• Event-based Background-Oriented Schlieren
  1 Nov 2023 2 repositories listed
  Schlieren imaging is an optical technique to observe the flow of transparent media, such as air or water, without any particle seeding.
• GET: Group Event Transformer for Event-Based Vision
  4 Oct 2023 2 repositories listed Syntology ran 8 of 11 samples · 3 unverified · 11 pointer-only (licence)
  Event cameras are a type of novel neuromorphic sen-sor that has been gaining increasing attention.
• Person Re-Identification without Identification via Event Anonymization
  8 Aug 2023 2 repositories listed Syntology ran 3 of 8 samples · 5 unverified
  In this work, we also bring to the community the first ever event-based person ReId dataset gathered to evaluate the performance of our approach.
• Event-based Camera Pose Tracking using a Generative Event Model
  7 Oct 2015 2 repositories listed
  Event-based vision sensors mimic the operation of biological retina and they represent a major paradigm shift from traditional cameras.
• Egocentric Event-Based Vision for Ping Pong Ball Trajectory Prediction
  9 Jun 2025 1 repository listed
  In this paper, we present a real-time egocentric trajectory prediction system for table tennis using event cameras.
• V2V: Scaling Event-Based Vision through Efficient Video-to-Voxel Simulation
  22 May 2025 1 repository listed
  Event-based cameras offer unique advantages such as high temporal resolution, high dynamic range, and low power consumption.
• Dynamic Graph Induced Contour-aware Heat Conduction Network for Event-based Object Detection
  19 May 2025 1 repository listed
  To address these issues, this paper proposes a novel dynamic graph induced contour-aware heat conduction network for event stream based object detection, termed CvHeat-DET.
• MTevent: A Multi-Task Event Camera Dataset for 6D Pose Estimation and Moving Object Detection
  16 May 2025 1 repository listed
  MTevent is the first dataset to combine high-speed motion, long-range perception, and real-world object interactions, making it a valuable resource for advancing event-based vision in robotics.
• RGB-Event Fusion with Self-Attention for Collision Prediction
  7 May 2025 1 repository listed
  Notably, the event-based model outperforms the RGB model by 4% for position and 26% for time error at a similar computational cost, making it a competitive alternative.
• NTIRE 2025 Challenge on Event-Based Image Deblurring: Methods and Results
  16 Apr 2025 1 repository listed
  This paper presents an overview of NTIRE 2025 the First Challenge on Event-Based Image Deblurring, detailing the proposed methodologies and corresponding results.
• Towards Low-Latency Event-based Obstacle Avoidance on a FPGA-Drone
  14 Apr 2025 1 repository listed
  Our experiments demonstrate that the EVS model achieves a significantly higher effective frame rate (1 kHz) and lower temporal (-20 ms) and spatial prediction errors (-20 mm) compared to the RGB-based model,…
• Event-Based Crossing Dataset (EBCD)
  21 Mar 2025 1 repository listed
  Event-based vision revolutionizes traditional image sensing by capturing asynchronous intensity variations rather than static frames, enabling ultrafast temporal resolution, sparse data encoding, and enhanced motion…
• Binarized Mamba-Transformer for Lightweight Quad Bayer HybridEVS Demosaicing
  20 Mar 2025 1 repository listed
  Quad Bayer demosaicing is the central challenge for enabling the widespread application of Hybrid Event-based Vision Sensors (HybridEVS).
• GraNNite: Enabling High-Performance Execution of Graph Neural Networks on Resource-Constrained Neural Processing Units
  10 Feb 2025 1 repository listed
  Graph Neural Networks (GNNs) are vital for learning from graph-structured data, enabling applications in network analysis, recommendation systems, and speech analytics.
• EvRepSL: Event-Stream Representation via Self-Supervised Learning for Event-Based Vision
  10 Dec 2024 1 repository listed Syntology ran 0 of 6 samples · 6 unverified · 6 pointer-only (licence)
  However, most of the state-of-the-art event-stream representations are manually designed and the quality of these representations cannot be guaranteed due to the noisy nature of event-streams.
• GERD: Geometric event response data generation
  4 Dec 2024 1 repository listed
  Event-based vision sensors are appealing because of their time resolution, higher dynamic range, and low-power consumption.
• EvRT-DETR: Latent Space Adaptation of Image Detectors for Event-based Vision
  3 Dec 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  First, we demonstrate that a Real-Time DEtection TRansformer, or RT-DETR, a state-of-the-art natural image detector, trained on a simple image-like representation of the EBC data achieves performance comparable to…
• GS-EVT: Cross-Modal Event Camera Tracking based on Gaussian Splatting
  28 Sep 2024 1 repository listed
  Reliable self-localization is a foundational skill for many intelligent mobile platforms.
• On the Benefits of Visual Stabilization for Frame- and Event-based Perception
  28 Aug 2024 1 repository listed
  Assuming that the camera's attitude is available, we evaluate the benefits of stabilization in two perception applications: feature tracking and estimating the translation component of the camera's ego-motion.
• Recent Event Camera Innovations: A Survey
  24 Aug 2024 1 repository listed
  Event-based vision, inspired by the human visual system, offers transformative capabilities such as low latency, high dynamic range, and reduced power consumption.
• TRIP: Trainable Region-of-Interest Prediction for Hardware-Efficient Neuromorphic Processing on Event-based Vision
  25 Jun 2024 1 repository listed
  We introduced extensive hardware-aware optimizations for TRIP and implemented the hardware-optimized algorithm on the SENECA neuromorphic processor.
• EvTexture: Event-driven Texture Enhancement for Video Super-Resolution
  19 Jun 2024 1 repository listed Syntology ran 11 of 21 samples · 10 unverified
  Our method, called EvTexture, leverages high-frequency details of events to better recover texture regions in VSR.
• DemosaicFormer: Coarse-to-Fine Demosaicing Network for HybridEVS Camera
  12 Jun 2024 1 repository listed
  Coarse demosaicing network is designed to produce a preliminary high-quality estimate of the RGB image from the HybridEVS raw data while the pixel correction network enhances the performance of image restoration and…
• Covariant spatio-temporal receptive fields for spiking neural networks
  1 May 2024 1 repository listed Syntology ran 5 of 7 samples · 2 unverified · 7 pointer-only (licence)
  Here, we present a principled computational model for neuromorphic systems in terms of spatio-temporal receptive fields, based on affine Gaussian kernels over space and leaky-integrator and leaky integrate-and-fire…
• SEVD: Synthetic Event-based Vision Dataset for Ego and Fixed Traffic Perception
  12 Apr 2024 1 repository listed
  In response to this gap, we present SEVD, a first-of-its-kind multi-view ego, and fixed perception synthetic event-based dataset using multiple dynamic vision sensors within the CARLA simulator.
• Detecting Every Object from Events
  8 Apr 2024 1 repository listed
  Object detection is critical in autonomous driving, and it is more practical yet challenging to localize objects of unknown categories: an endeavour known as Class-Agnostic Object Detection (CAOD).
• LEOD: Label-Efficient Object Detection for Event Cameras
  29 Nov 2023 1 repository listed Syntology ran 4 of 4 samples · 0 unverified
  On 1Mpx, RVT-S with 10% labels even surpasses its fully-supervised counterpart using 100% labels.
• Adaptive Calibration: A Unified Conversion Framework of Spiking Neural Networks
  24 Nov 2023 1 repository listed Syntology ran 6 of 6 samples · 0 unverified · 6 pointer-only (licence)
  Spiking Neural Networks (SNNs) have emerged as a promising energy-efficient alternative to traditional Artificial Neural Networks (ANNs).

Syntology lines on 9 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.