Nature Communications · 2022 · 116 citations · 32 references
EngineeringComputer SystemsComputer VisionMachine VisionSensorsDigital Image ProcessingImage ProcessingMemory DevicesMemristive MaterialsNeural CircuitsPhotodetectorsDomain ReductionEnergy-efficient ComputationEnergy-efficient ProcessingMachine Vision SystemsMemristive Crossbar ArraysMemristive MemoryNeuromorphic DevicesNeuromorphic Hardware
Machine‑vision sensors generate large data volumes, and in‑sensor computing has emerged to reduce data transfer and enable fast, energy‑efficient visual cognition, yet current systems cannot process stored images directly within the sensor. We aim to demonstrate a heterogeneously integrated 1‑photodiode/1‑memristor (1P‑1R) crossbar that emulates mammalian image‑encoding to extract features from input images. The crossbar applies trained weight values as input voltage to the image‑saved array rather than storing them in memristors, enabling in‑sensor computing. The platform offers an advanced architecture for real‑time, data‑intensive machine‑vision applications by reducing the bio‑stimulus domain.
As machine vision technology generates large amounts of data from sensors, it requires efficient computational systems for visual cognitive processing. Recently, in-sensor computing systems have emerged as a potential solution for reducing unnecessary data transfer and realizing fast and energy-efficient visual cognitive processing. However, they still lack the capability to process stored images directly within the sensor. Here, we demonstrate a heterogeneously integrated 1-photodiode and 1 memristor (1P-1R) crossbar for in-sensor visual cognitive processing, emulating a mammalian image encoding process to extract features from the input images. Unlike other neuromorphic vision processes, the trained weight values are applied as an input voltage to the image-saved crossbar array instead of storing the weight value in the memristors, realizing the in-sensor computing paradigm. We believe the heterogeneously integrated in-sensor computing platform provides an advanced architecture for real-time and data-intensive machine-vision applications via bio-stimulus domain reduction.
32
Ror2 signaling regulates Golgi structure and transport through IFT20 for tumor invasiveness
Michiru Nishita, Seung‐Yeol Park, Tadashi Nishio et al. · Scientific Reports · 2017 · 16.1K citations · Full text
Ultrastructural Characterization of the Lower Motor System in a Mouse Model of Krabbe Disease
Valentina Cappello, Laura Marchetti, Paola Parlanti et al. · Scientific Reports · 2016 · 13.3K citations · Full text
Medicine, Neurobiology, Neuroscience +17
U1 snRNP regulates cancer cell migration and invasion in vitro
Jung‐Min Oh, Christopher C. Venters, Chao Di et al. · Nature Communications · 2020 · 7.2K citations · Full text