mlsanityData to 14 Oct 2026

YOLO-LITE: A Real-Time Object Detection Algorithm Optimized for Non-GPU Computers

arXiv 1811.05588 ↗First posted 14 Nov 2018cs.CVcited by 34

Not on the map. Why?

Abstract (arXiv)

This paper focuses on YOLO-LITE, a real-time object detection model developed to run on portable devices such as a laptop or cellphone lacking a Graphics Processing Unit (GPU). The model was first trained on the PASCAL VOC dataset then on the COCO dataset, achieving a mAP of 33.81% and 12.26% respectively. YOLO-LITE runs at about 21 FPS on a non-GPU computer and 10 FPS after implemented onto a website with only 7 layers and 482 million FLOPS. This speed is 3.8x faster than the fastest state of art model, SSD MobilenetvI. Based on the original object detection algorithm YOLOV2, YOLO- LITE was designed to create a smaller, faster, and more efficient model increasing the accessibility of real-time object detection to a variety of devices.

Key facts. Cited by 34 papers in the map (data through 14 Oct 2026). First posted on arXiv 14 Nov 2018.

Builds on

No reference list yet.

Built on by

Cited by year

Citing papers per year: 2021: 9; 2022: 7; 2023: 7; 2024: 10; 2025: 1.

34 papers.

Sort:

By area:

  1. 2022Machine Learning for Microcontroller-Class Hardware: A Reviewcited by 28
  2. 2022DeepPerform: An Efficient Approach for Performance Testing of Resource-Constrained Neural Networkscited by 17
  3. 2021YOLO-ReT: Towards High Accuracy Real-time Object Detection on Edge GPUscited by 12
  4. 2022Towards More Efficient EfficientDets and Low-Light Real-Time Marine Debris Detectioncited by 9
  5. 2023MoCA: Memory-Centric, Adaptive Execution for Multi-Tenant Deep Neural Networkscited by 8
  6. 2023Squeezed Edge YOLO: Onboard Object Detection on Edge Devicescited by 8
  7. 2021Image-based monitoring of bolt loosening through deep-learning-based integrated detection and trackingcited by 6
  8. 2022Attacking Object Detector Using A Universal Targeted Label-Switch Patchcited by 6
  9. 2024Multi-Camera Asynchronous Ball Localization and Trajectory Prediction with Factor Graphs and Human Posescited by 4
  10. 2024Optimizing Multispectral Object Detection: A Bag of Tricks and Comprehensive Benchmarkscited by 4
  11. 2021CSL-YOLO: A New Lightweight Object Detection System for Edge Computingcited by 3
  12. 2021Post-hoc Models for Performance Estimation of Machine Learning Inferencecited by 3
22 more
  1. 2024GSLAMOT: A Tracklet and Query Graph-based Simultaneous Locating, Mapping, and Multiple Object Tracking Systemcited by 3
  2. 2024SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognitioncited by 3
  3. 2022A Review of Modern Approaches for Coronary Angiography Imaging Analysiscited by 2
  4. 2023Offloading Deep Learning Powered Vision Tasks from UAV to 5G Edge Server with Denoisingcited by 2
  5. 2023Advanced Efficient Strategy for Detection of Dark Objects Based on Spiking Network with Multi-Box Detectioncited by 2
  6. 2024Towards certifiable AI in aviation: landscape, challenges, and opportunitiescited by 2
  7. 2021An Enhanced Adversarial Network with Combined Latent Features for Spatio-Temporal Facial Affect Estimation in the Wildcited by 1
  8. 2021Reinforcement Learning for Adaptive Video Compressive Sensingcited by 1
  9. 2021AGPNet -- Autonomous Grading Policy Networkcited by 1
  10. 2023DPPD: Deformable Polar Polygon Object Detectioncited by 1
  11. 2023Deep Learning-Based Object Detection in Maritime Unmanned Aerial Vehicle Imagery: Review and Experimental Comparisonscited by 1
  12. 2024CarcassFormer: An End-to-end Transformer-based Framework for Simultaneous Localization, Segmentation and Classification of Poultry Carcass Defectcited by 1
  13. 2024Weighted Circle Fusion: Ensembling Circle Representation from Different Object Detection Resultscited by 1
  14. 2025Improving Lightweight Weed Detection via Knowledge Distillationcited by 1
  15. 2021Dynamic Knowledge Graphs as Semantic Memory Model for Industrial Robotscited by 0
  16. 2021An Acceleration Method Based on Deep Learning and Multilinear Feature Spacecited by 0
  17. 2022COVID-19 Detection Using CT Image Based On YOLOv5 Networkcited by 0
  18. 2022Mosaic Zonotope Shadow Matching for Risk-Aware Autonomous Localization in Harsh Urban Environmentscited by 0
  19. 2023RBF Weighted Hyper-Involution for RGB-D Object Detectioncited by 0
  20. 2024Optimization of Autonomous Driving Image Detection Based on RFAConv and Triplet Attentioncited by 0
  21. 2024CloudEye: A New Paradigm of Video Analysis System for Mobile Visual Scenarioscited by 0
  22. 2024SMM-Conv: Scalar Matrix Multiplication with Zero Packing for Accelerated Convolutioncited by 0