ArticleNature communications2023
Dynamic machine vision with retinomorphic photomemristor-reservoir computing.
Article in Nature communications, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
24 citing papers in PubMed, 110 citations in OpenAlex.
- Multiwavelength Optical Pulse-Induced Temporal State Mapping in an ITO/SnONanomaterials (Basel, Switzerland) · 2026Article
- Interface Engineering for Scalable Optoelectronic Reservoir Computing.Small (Weinheim an der Bergstrasse, Germany) · 2026Article
- Photo-Induced Valence Changed Memristor Based on WOSmall (Weinheim an der Bergstrasse, Germany) · 2026Article
- Optoelectronic Nanofluidic Neural Networks for Ionic Computing.Advanced materials (Deerfield Beach, Fla.) · 2026Article
- Artificial sparse neuron dendrites for visual information inference.Science advances · 2026Article
- Neuromorphic Near-Sensor and In-Sensor Computing Enabled by Next-Generation Material-Based Sensors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Review
- Hybrid Junction-Enabled Biomimetic Human Eye Structure for Large Dynamic Range Vision Sensor.Nanomaterials (Basel, Switzerland) · 2026Article
- Ion Crowding Effect in Unilaterally Downsized Perovskite Memristors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Spin-selective heterogeneous chiral perovskites for circular-polarization-resolved retinomorphic sensors.Nature communications · 2026Article
- In-sensor analog optoelectronic processing of concurrent event and memory signals for dynamic vision sensing.Nature communications · 2025Article
- In-sensor image memorization, low-level processing, and high-level computing by using above-bandgap photovoltages.Nature communications · 2025Article
- Device-level nonlinearity and temporal memory in optoelectronic reservoir computing.Nano convergence · 2025Review
- A mean-field approach to criticality in spiking neural networks for reservoir computing.Scientific reports · 2025Article
- Optoelectronic polymer memristors with dynamic control for power-efficient in-sensor edge computing.Light, science & applications · 2025Article
- Event-driven retinomorphic photodiode with bio-plausible temporal dynamics.Nature nanotechnology · 2025Article
- Adaptive spatial-temporal information processing based on in-memory attention-inspired devices.Nature communications · 2025Article
- A bioinspired in-materia analog photoelectronic reservoir computing for human action processing.Nature communications · 2025Article
- Memristive Ion Dynamics to Enable Biorealistic Computing.Chemical reviews · 2025Review
- A Near-Infrared Retinomorphic Device with High Dimensionality Reservoir Expression.Advanced materials (Deerfield Beach, Fla.) · 2024Article
- Multidimensional vision sensors for information processing.Nature nanotechnology · 2024Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors at 1 institution in 1 country.
Funding
Abstract
Dynamic machine vision requires recognizing the past and predicting the future of a moving object based on present vision. Current machine vision systems accomplish this by processing numerous image frames or using complex algorithms. Here, we report motion recognition and prediction in recurrent photomemristor networks. In our system, a retinomorphic photomemristor array, working as dynamic vision reservoir, embeds past motion frames as hidden states into the present frame through inherent dynamic memory. The informative present frame facilitates accurate recognition of past and prediction of future motions with machine learning algorithms. This in-sensor motion processing capability eliminates redundant data flows and promotes real-time perception of moving objects for dynamic machine vision.
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.