Search Results for author: John Breslin

Found 5 papers, 4 papers with code

NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph Enrichment

1 code implementation Semantic Web 2023 M. Jaleed Khan, John Breslin, Edward Curry

We present a loosely-coupled neuro-symbolic visual understanding and reasoning framework that employs a DNN-based pipeline for object detection and multi-modal pairwise relationship prediction for scene graph generation and leverages common sense knowledge in heterogenous knowledge graphs to enrich scene graphs for improved downstream reasoning.

 Ranked #1 on Scene Graph Generation on Visual Genome (mR@100 metric)

Caption Generation Common Sense Reasoning +9

Demonstration of a Cloud-based Software Framework for Video Analytics Application using Low-Cost IoT Devices

1 code implementation29 Sep 2020 Bhavin Joshi, Tapan Pathak, Vatsal Patel, Sarth Kanani, Pankesh Patel, Muhammad Intizar Ali, John Breslin

The design of products and services such as a Smart doorbell, demonstrating video analytics software/algorithm functionality, is expected to address a new kind of requirements such as designing a scalable solution while considering the trade-off between cost and accuracy; a flexible architecture to deploy new AI-based models or update existing models, as user requirements evolve; as well as seamlessly integrating different kinds of user interfaces and devices.

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