Pose-Invariant Object Recognition for Event-Based Vision with Slow-ELM

no code implementations • 19 Mar 2019 • Rohan Ghosh, Siyi Tang, Mahdi Rasouli, Nitish Thakor, Sunil Kukreja

Neuromorphic image sensors produce activity-driven spiking output at every pixel.

Event-based vision General Classification +2

Spatiotemporal Filtering for Event-Based Action Recognition

no code implementations • 17 Mar 2019 • Rohan Ghosh, Anupam Gupta, Andrei Nakagawa, Alcimar Soares, Nitish Thakor

In this work we introduce spatiotemporal filtering in the spike-event domain, as an alternative way of channeling spatiotemporal information through to a convolutional neural network.

Action Recognition Temporal Action Localization

Spatiotemporal Feature Learning for Event-Based Vision

no code implementations • 16 Mar 2019 • Rohan Ghosh, Anupam Gupta, Siyi Tang, Alcimar Soares, Nitish Thakor

Unlike conventional frame-based sensors, event-based visual sensors output information through spikes at a high temporal resolution.

Event-based vision Object Recognition +3

HFirst: A Temporal Approach to Object Recognition

no code implementations • 5 Aug 2015 • Garrick Orchard, Cedric Meyer, Ralph Etienne-Cummings, Christoph Posch, Nitish Thakor, Ryad Benosman

The asynchronous nature of these systems frees computation and communication from the rigid predetermined timing enforced by system clocks in conventional systems.

Object Object Recognition