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A Comprehensive Review of YOLO Architectures in Computer Vision: From
  YOLOv1 to YOLOv8 and YOLO-NAS
v1v2v3v4v5v6v7 (latest)

A Comprehensive Review of YOLO Architectures in Computer Vision: From YOLOv1 to YOLOv8 and YOLO-NAS

Machine Learning and Knowledge Extraction (MLKE), 2023
2 April 2023
Juan R. Terven
Diana-Margarita Córdova-Esparza
ArXiv (abs)PDFHTMLGithub (57186★)

Papers citing "A Comprehensive Review of YOLO Architectures in Computer Vision: From YOLOv1 to YOLOv8 and YOLO-NAS"

50 / 55 papers shown
Analysis of Invasive Breast Cancer in Mammograms Using YOLO, Explainability, and Domain Adaptation
Analysis of Invasive Breast Cancer in Mammograms Using YOLO, Explainability, and Domain Adaptation
Jayan Adhikari
Prativa Joshi
Susish Baral
128
0
0
28 Nov 2025
SemOD: Semantic Enabled Object Detection Network under Various Weather Conditions
SemOD: Semantic Enabled Object Detection Network under Various Weather Conditions
Aiyinsi Zuo
Zhaoliang Zheng
125
0
0
27 Nov 2025
HitoMi-Cam: A Shape-Agnostic Person Detection Method Using the Spectral Characteristics of Clothing
HitoMi-Cam: A Shape-Agnostic Person Detection Method Using the Spectral Characteristics of ClothingJournal of Imaging (JI), 2025
Shuji Ono
137
0
0
12 Nov 2025
Object Detection as an Optional Basis: A Graph Matching Network for Cross-View UAV Localization
Object Detection as an Optional Basis: A Graph Matching Network for Cross-View UAV Localization
T. Liu
Kan Ren
Qian Chen
256
0
0
04 Nov 2025
Efficient License Plate Recognition via Pseudo-Labeled Supervision with Grounding DINO and YOLOv8
Efficient License Plate Recognition via Pseudo-Labeled Supervision with Grounding DINO and YOLOv8International Workshop on Machine Learning for Signal Processing (MLSP), 2025
Zahra Ebrahimi Vargoorani
Amir Mohammad Ghoreyshi
Ching Yee Suen
95
1
0
28 Oct 2025
From Cheap to Pro: A Learning-based Adaptive Camera Parameter Network for Professional-Style Imaging
From Cheap to Pro: A Learning-based Adaptive Camera Parameter Network for Professional-Style Imaging
Fuchen Li
Yansong Du
Wenbo Cheng
Xiaoxia Zhou
Sen Yin
103
0
0
23 Oct 2025
StarBench: A Turn-Based RPG Benchmark for Agentic Multimodal Decision-Making and Information Seeking
StarBench: A Turn-Based RPG Benchmark for Agentic Multimodal Decision-Making and Information Seeking
Haoran Zhang
C. Zhu
Sicong Guo
Hanzhe Guo
Haiming Li
Donglin Yu
169
0
0
21 Oct 2025
Assessing Foundation Models for Mold Colony Detection with Limited Training Data
Assessing Foundation Models for Mold Colony Detection with Limited Training Data
Henrik Pichler
Janis Keuper
Matthew Copping
116
0
0
01 Oct 2025
A Comprehensive Evaluation of YOLO-based Deer Detection Performance on Edge Devices
A Comprehensive Evaluation of YOLO-based Deer Detection Performance on Edge Devices
Bishal Adhikari
Jiajia Li
Eric S. Michel
Jacob Dykes
Te-Ming Paul Tseng
Mary Love Tagert
Dong Chen
245
0
0
24 Sep 2025
Layout-Aware OCR for Black Digital Archives with Unsupervised Evaluation
Layout-Aware OCR for Black Digital Archives with Unsupervised Evaluation
Fitsum Sileshi Beyene
Christopher L. Dancy
105
2
0
16 Sep 2025
A Comparative Study of YOLOv8 to YOLOv11 Performance in Underwater Vision Tasks
A Comparative Study of YOLOv8 to YOLOv11 Performance in Underwater Vision Tasks
Gordon Hung
Ivan Felipe Rodriguez
114
2
0
16 Sep 2025
Accelerating Local AI on Consumer GPUs: A Hardware-Aware Dynamic Strategy for YOLOv10s
Accelerating Local AI on Consumer GPUs: A Hardware-Aware Dynamic Strategy for YOLOv10s
Mahmudul Islam Masum
Miad Islam
208
0
0
09 Sep 2025
An Analysis of Layer-Freezing Strategies for Enhanced Transfer Learning in YOLO Architectures
An Analysis of Layer-Freezing Strategies for Enhanced Transfer Learning in YOLO Architectures
Andrzej D. Dobrzycki
Ana M. Bernardos
José Ramón Casar
146
3
0
05 Sep 2025
Robust Anomaly Detection through Multi-Modal Autoencoder Fusion for Small Vehicle Damage Detection
Robust Anomaly Detection through Multi-Modal Autoencoder Fusion for Small Vehicle Damage Detection
Sara Khan
Mehmed Yüksel
Frank Kirchner
171
0
0
01 Sep 2025
Image Quality Enhancement and Detection of Small and Dense Objects in Industrial Recycling Processes
Image Quality Enhancement and Detection of Small and Dense Objects in Industrial Recycling Processes
Oussama Messai
Abbass Zein-Eddine
Abdelouahid Bentamou
Mickaël Picq
Nicolas Duquesne
Stéphane Puydarrieux
Yann Gavet
104
0
0
01 Sep 2025
TACR-YOLO: A Real-time Detection Framework for Abnormal Human Behaviors Enhanced with Coordinate and Task-Aware Representations
TACR-YOLO: A Real-time Detection Framework for Abnormal Human Behaviors Enhanced with Coordinate and Task-Aware Representations
Xinyi Yin
Wenbo Yuan
Xuecheng Wu
Liangyu Fu
Danlei Huang
142
0
0
15 Aug 2025
DyCAF-Net: Dynamic Class-Aware Fusion Network
DyCAF-Net: Dynamic Class-Aware Fusion Network
Md Abrar Jahin
Shahriar Soudeep
M. F. Mridha
Nafiz Fahad
Md. Jakir Hossen
196
0
0
05 Aug 2025
AlphaDent: A dataset for automated tooth pathology detection
AlphaDent: A dataset for automated tooth pathology detection
Evgeniy I. Sosnin
Yuriy L. Vasilev
R. Solovyev
A. Stempkovskiy
D. Telpukhov
Artem A. Vasilev
Aleksandr A. Amerikanov
Aleksandr Y. Romanov
170
1
0
30 Jul 2025
Low-Cost Machine Vision System for Sorting Green Lentils (Lens Culinaris) Based on Pneumatic Ejection and Deep Learning
Low-Cost Machine Vision System for Sorting Green Lentils (Lens Culinaris) Based on Pneumatic Ejection and Deep LearningInternational Conference on Automation and Computing (ICAC), 2025
Davy Rojas Yana
Edwin Salcedo
VLM
72
1
0
28 Jul 2025
LanternNet: A Hub-and-Spoke System to Seek and Suppress Spotted Lanternfly Populations
LanternNet: A Hub-and-Spoke System to Seek and Suppress Spotted Lanternfly Populations
Vinil Polepalli
126
0
0
28 Jul 2025
Human Scanpath Prediction in Target-Present Visual Search with Semantic-Foveal Bayesian Attention
Human Scanpath Prediction in Target-Present Visual Search with Semantic-Foveal Bayesian Attention
Joao Luzio
Alexandre Bernardino
Plinio Moreno
169
1
0
24 Jul 2025
Improving Token-based Object Detection with Video
Improving Token-based Object Detection with VideoIEEE Access (IEEE Access), 2025
Abhineet Singh
Nilanjan Ray
175
2
0
27 Jun 2025
FastCAR: Fast Classification And Regression for Task Consolidation in Multi-Task Learning to Model a Continuous Property Variable of Detected Object Class
FastCAR: Fast Classification And Regression for Task Consolidation in Multi-Task Learning to Model a Continuous Property Variable of Detected Object Class
Anoop Kini
A. Jansche
T. Bernthaler
Gerhard Schneider
200
0
0
30 May 2025
Object detection in adverse weather conditions for autonomous vehicles using Instruct Pix2Pix
Object detection in adverse weather conditions for autonomous vehicles using Instruct Pix2Pix
Unai Gurbindo
Axel Brando
Jaume Abella
Caroline König
430
1
0
13 May 2025
Follow Everything: A Leader-Following and Obstacle Avoidance Framework with Goal-Aware Adaptation
Follow Everything: A Leader-Following and Obstacle Avoidance Framework with Goal-Aware Adaptation
Qianyi Zhang
Shijian Ma
Boyi Liu
Jing Liu
Jianhao Jiao
504
1
0
28 Apr 2025
Improving Small Drone Detection Through Multi-Scale Processing and Data Augmentation
Improving Small Drone Detection Through Multi-Scale Processing and Data AugmentationIEEE International Joint Conference on Neural Network (IJCNN), 2025
Rayson Laroca
Marcelo dos Santos
David Menotti
ObjD
438
9
0
27 Apr 2025
HAVT-IVD: Heterogeneity-Aware Cross-Modal Network for Audio-Visual Surveillance: Idling Vehicles Detection With Multichannel Audio and Multiscale Visual Cues
HAVT-IVD: Heterogeneity-Aware Cross-Modal Network for Audio-Visual Surveillance: Idling Vehicles Detection With Multichannel Audio and Multiscale Visual Cues
Xiwen Li
Ross T. Whitaker
Tolga Tasdizen
425
0
0
15 Apr 2025
Inland Waterway Object Detection in Multi-environment: Dataset and Approach
Inland Waterway Object Detection in Multi-environment: Dataset and ApproachEngineering applications of artificial intelligence (EAAI), 2025
Shanshan Wang
Haixiang Xu
Hui Feng
Xiaoqian Wang
Pei Song
Sijie Liu
Jianhua He
293
4
0
07 Apr 2025
The Coralscapes Dataset: Semantic Scene Understanding in Coral Reefs
The Coralscapes Dataset: Semantic Scene Understanding in Coral Reefs
Jonathan Sauder
Viktor Domazetoski
G. Banc-Prandi
Gabriela Perna
Anders Meibom
D. Tuia
384
9
0
25 Mar 2025
Fast and Robust Localization for Humanoid Soccer Robot via Iterative Landmark Matching
Fast and Robust Localization for Humanoid Soccer Robot via Iterative Landmark Matching
Ruochen Hou
Mingzhang Zhu
Hyunwoo Nam
Gabriel I. Fernandez
Dennis W. Hong
373
5
0
14 Mar 2025
Periodontal Bone Loss Analysis via Keypoint Detection With Heuristic Post-Processing
Periodontal Bone Loss Analysis via Keypoint Detection With Heuristic Post-Processing
Ryan Banks
Vishal Thengane
María Eugenia Guerrero
Nelly Maria García-Madueño
Yunpeng Li
Hongying Tang
A. Chaurasia
393
3
0
05 Mar 2025
Experimental validation of UAV search and detection system in real wilderness environment
Experimental validation of UAV search and detection system in real wilderness environment
Stella Dumenčić
Luka Lanca
Karlo Jakac
Stefan Ivić
204
5
0
24 Feb 2025
Amnesia as a Catalyst for Enhancing Black Box Pixel Attacks in Image Classification and Object Detection
Amnesia as a Catalyst for Enhancing Black Box Pixel Attacks in Image Classification and Object DetectionNeural Information Processing Systems (NeurIPS), 2025
Dongsu Song
Daehwa Ko
Jay Hoon Jung
AAML
605
0
0
10 Feb 2025
Efficient License Plate Recognition in Videos Using Visual Rhythm and Accumulative Line Analysis
Efficient License Plate Recognition in Videos Using Visual Rhythm and Accumulative Line Analysis
Victor Nascimento Ribeiro
Nina S. T. Hirata
231
3
0
10 Jan 2025
Dedicated Inference Engine and Binary-Weight Neural Networks for Lightweight Instance Segmentation
Dedicated Inference Engine and Binary-Weight Neural Networks for Lightweight Instance Segmentation
Tse-Wei Chen
Wei Tao
Dongyue Zhao
Kazuhiro Mima
Tadayuki Ito
Kinya Osa
Masami Kato
MQ
403
1
0
03 Jan 2025
Identifying Cocoa Pollinators: A Deep Learning Dataset
Identifying Cocoa Pollinators: A Deep Learning Dataset
Wenxiu Xu
Saba Ghorbani Bazegar
Dong Sheng
Manuel Toledo-Hernandez
ZhenZhong Lan
Thomas Cherico Wanger
203
0
0
31 Dec 2024
Whole-Herd Elephant Pose Estimation from Drone Data for Collective
  Behavior Analysis
Whole-Herd Elephant Pose Estimation from Drone Data for Collective Behavior Analysis
Brody McNutt
Libby Zhang
Angus Carey-Douglas
F. Vollrath
Frank Pope
Leandra L. Brickson
243
3
0
31 Oct 2024
TACO: Adversarial Camouflage Optimization on Trucks to Fool Object Detectors
TACO: Adversarial Camouflage Optimization on Trucks to Fool Object DetectorsBig Data and Cognitive Computing (BDCC), 2024
Adonisz Dimitriu
Tamás Michaletzky
Viktor Remeli
AAML
1.0K
1
0
28 Oct 2024
Upsampling DINOv2 features for unsupervised vision tasks and weakly supervised materials segmentation
Upsampling DINOv2 features for unsupervised vision tasks and weakly supervised materials segmentation
Ronan Docherty
Antonis Vamvakeros
Samuel J. Cooper
502
9
0
20 Oct 2024
Real-time Robotics Situation Awareness for Accident Prevention in
  Industry
Real-time Robotics Situation Awareness for Accident Prevention in IndustryLatin American Robotics Symposium (LARS), 2024
Juan Deniz
Andre S. Kelboucas
Ricardo B. Grando
279
5
0
04 Sep 2024
Surveying You Only Look Once (YOLO) Multispectral Object Detection
  Advancements, Applications And Challenges
Surveying You Only Look Once (YOLO) Multispectral Object Detection Advancements, Applications And Challenges
James E. Gallagher
E. Oughton
395
1
0
03 Sep 2024
NuSegDG: Integration of Heterogeneous Space and Gaussian Kernel for Domain-Generalized Nuclei Segmentation
NuSegDG: Integration of Heterogeneous Space and Gaussian Kernel for Domain-Generalized Nuclei SegmentationKnowledge-Based Systems (KBS), 2024
Zhenye Lou
Qing Xu
Zekun Jiang
Xiangjian He
Z. Chen
Yi Wang
Chenxin Li
Maggie M. He
Wenting Duan
509
17
0
21 Aug 2024
Fall Detection for Industrial Setups Using YOLOv8 Variants
Fall Detection for Industrial Setups Using YOLOv8 Variants
Gracile Astlin Pereira
198
10
0
08 Aug 2024
Real Time American Sign Language Detection Using Yolo-v9
Real Time American Sign Language Detection Using Yolo-v9
Amna Imran
Meghana Shashishekhara Hulikal
Hamza A. A. Gardi
ObjD
302
13
0
25 Jul 2024
NOISe: Nuclei-Aware Osteoclast Instance Segmentation for Mouse-to-Human
  Domain Transfer
NOISe: Nuclei-Aware Osteoclast Instance Segmentation for Mouse-to-Human Domain Transfer
Sai Kumar Reddy Manne
Brendan Martin
Tyler Roy
Ryan J Neilson
Rebecca Peters
Meghana Chillara
Christine W. Lary
Katherine J. Motyl
Michael Wan
252
2
0
15 Apr 2024
A Comprehensive Survey of Convolutions in Deep Learning: Applications,
  Challenges, and Future Trends
A Comprehensive Survey of Convolutions in Deep Learning: Applications, Challenges, and Future Trends
Abolfazl Younesi
Mohsen Ansari
Mohammadamin Fazli
A. Ejlali
Muhammad Shafique
Joerg Henkel
3DV
490
159
0
23 Feb 2024
Data-Centric Evolution in Autonomous Driving: A Comprehensive Survey of
  Big Data System, Data Mining, and Closed-Loop Technologies
Data-Centric Evolution in Autonomous Driving: A Comprehensive Survey of Big Data System, Data Mining, and Closed-Loop Technologies
Lincan Li
Wei Shao
Wei Dong
Yijun Tian
Qiming Zhang
Kaixiang Yang
Wenjie Zhang
317
21
0
23 Jan 2024
Unifying Foundation Models with Quadrotor Control for Visual Tracking
  Beyond Object Categories
Unifying Foundation Models with Quadrotor Control for Visual Tracking Beyond Object CategoriesIEEE International Conference on Robotics and Automation (ICRA), 2023
Alessandro Saviolo
P. Rao
Vivek Radhakrishnan
Jiuhong Xiao
Giuseppe Loianno
432
10
0
07 Oct 2023
FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of
  Things
FedAIoT: A Federated Learning Benchmark for Artificial Intelligence of Things
Samiul Alam
Tuo Zhang
Tiantian Feng
Hui Shen
Zhichao Cao
...
JeongGil Ko
Kiran Somasundaram
Shrikanth S. Narayanan
Salman Avestimehr
Mi Zhang
510
15
0
29 Sep 2023
CCSPNet-Joint: Efficient Joint Training Method for Traffic Sign
  Detection Under Extreme Conditions
CCSPNet-Joint: Efficient Joint Training Method for Traffic Sign Detection Under Extreme ConditionsIEEE International Joint Conference on Neural Network (IJCNN), 2023
Haoqin Hong
Yue Zhou
Xiangyu Shu
Xianfang Hu
ViT
292
9
0
13 Sep 2023
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