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Ruichen Ma

4 accepted papers

2026

I2E: Real-Time Image-to-Event Conversion for High-Performance Spiking Neural Networks

AAAI 2026technical

Spiking neural networks (SNNs) promise highly energy-efficient computing, but their adoption is hindered by a critical scarcity of event-stream data. This work introduces I2E, an algorithmic framework that resolves this bottleneck by converting static images into high-fidelity event streams. By simu

Cited by 0SourcePDFScholar
2025

Dynamic Action Localization and Recognition for Intelligent Perception of Surgical Robots

IROS 2025

Robot-assisted surgery has significantly advanced surgical precision, yet the development of autonomous surgical robots remains hindered by their limited understanding of complex surgical actions. Current systems lack the ability to effectively perceive and interpret intricate surgical relationships

Cited by 0SourceScholar
2024

A&B BNN: Add&Bit-Operation-Only Hardware-Friendly Binary Neural Network

CVPR 2024poster

Binary neural networks utilize 1-bit quantized weights and activations to reduce both the model's storage demands and computational burden. However advanced binary architectures still incorporate millions of inefficient and nonhardware-friendly full-precision multiplication operations. A&B BNN is pr…

2024

Design and Modeling of a Thin-walled Multi-segment Continuum Robotic Bronchoscope

IROS 2024poster

Cable-driven continuum robots in bronchoscopic procedures hold immense potential to revolutionize the diagnosis and treatment of lung cancer. However, robotic bronchoscopes in current studies are typically large in size and inflexible. Therefore, this article introduces a novel cable-driven continuu…

Cited by 0SourceScholar