Object Detection Models

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Computer Vision • 73 methods

Object Detection Models are architectures used to perform the task of object detection. Below you can find a continuously updating list of object detection models.

Subcategories

1 Math Formula Detection Models

2 One-Stage Object Detection Models

3 Oriented Object Detection Models

4 Webpage Object Detection Pipeline

Methods

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Method	Year	Papers
Faster R-CNN Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks	2015	463
Mask R-CNN Mask R-CNN	2017	392
SSD SSD: Single Shot MultiBox Detector	2015	257
YOLOv3 YOLOv3: An Incremental Improvement	2018	241
RetinaNet Focal Loss for Dense Object Detection	2017	201
Detr End-to-End Object Detection with Transformers	2020	191
YOLOv8 YOLOv3: An Incremental Improvement	2018	147
YOLOv4 YOLOv4: Optimal Speed and Accuracy of Object Detection	2020	90
FCOS FCOS: Fully Convolutional One-Stage Object Detection	2019	76
YOLOv2 YOLO9000: Better, Faster, Stronger	2016	55
CenterNet CenterNet: Keypoint Triplets for Object Detection	2019	43
HTC Hybrid Task Cascade for Instance Segmentation	2019	37
Fast R-CNN Fast R-CNN	2015	37
R-CNN Rich feature hierarchies for accurate object detection and semantic segmentation	2013	34
Deformable DETR Deformable DETR: Deformable Transformers for End-to-End Object Detection	2020	33
Cascade R-CNN Cascade R-CNN: Delving into High Quality Object Detection	2017	33
EfficientDet EfficientDet: Scalable and Efficient Object Detection	2019	32
R-FCN R-FCN: Object Detection via Region-based Fully Convolutional Networks	2016	32
YOLOX YOLOX: Exceeding YOLO Series in 2021	2021	29
PANet Path Aggregation Network for Instance Segmentation	2018	17
Sparse R-CNN Sparse R-CNN: End-to-End Object Detection with Learnable Proposals	2020	15
CPN Contour Proposal Networks for Biomedical Instance Segmentation	2021	14
RepPoints RepPoints: Point Set Representation for Object Detection	2019	10
GCNet GCNet: Non-local Networks Meet Squeeze-Excitation Networks and Beyond	2019	10
MDETR MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding	2021	10
CornerNet CornerNet: Detecting Objects as Paired Keypoints	2018	7
SASA Stand-Alone Self-Attention in Vision Models	2019	6
Libra R-CNN Libra R-CNN: Towards Balanced Learning for Object Detection	2019	5
RTMDet	2000	5
VFNet VarifocalNet: An IoU-aware Dense Object Detector	2020	5
YOLOv1 You Only Look Once: Unified, Real-Time Object Detection	2015	5
ThunderNet ThunderNet: Towards Real-time Generic Object Detection	2019	4
HTCN Harmonizing Transferability and Discriminability for Adapting Object Detectors	2020	4
FoveaBox FoveaBox: Beyond Anchor-based Object Detector	2019	4
PP-YOLO PP-YOLO: An Effective and Efficient Implementation of Object Detector	2020	4
Grid R-CNN Grid R-CNN	2018	4
TridentNet Scale-Aware Trident Networks for Object Detection	2019	3
Dynamic R-CNN Dynamic R-CNN: Towards High Quality Object Detection via Dynamic Training	2020	3
MobileDet MobileDets: Searching for Object Detection Architectures for Mobile Accelerators	2020	2
YOLOP YOLOP: You Only Look Once for Panoptic Driving Perception	2021	2
CoVA CoVA: Context-aware Visual Attention for Webpage Information Extraction	2021	2
SABL Side-Aware Boundary Localization for More Precise Object Detection	2019	2
DAFNe DAFNe: A One-Stage Anchor-Free Approach for Oriented Object Detection	2021	2
RPDet RepPoints: Point Set Representation for Object Detection	2019	2
RetinaNet-RS Simple Training Strategies and Model Scaling for Object Detection	2021	2
NAS-FCOS NAS-FCOS: Fast Neural Architecture Search for Object Detection	2019	2
ExtremeNet Bottom-up Object Detection by Grouping Extreme and Center Points	2019	2
M2Det M2Det: A Single-Shot Object Detector based on Multi-Level Feature Pyramid Network	2018	2
U2-Net U$^2$-Net: Going Deeper with Nested U-Structure for Salient Object Detection	2020	2
RFB Net Receptive Field Block Net for Accurate and Fast Object Detection	2017	2
PP-YOLOv2 PP-YOLOv2: A Practical Object Detector	2021	2
PFPNet Parallel Feature Pyramid Network for Object Detection	2018	1
SPPF-AMP Inception-YOLO: Computational cost and accuracy improvement of the YOLOv5 model based on employing modified CSP, SPPF, and inception modules	2024	1
ScanSSD ScanSSD: Scanning Single Shot Detector for Mathematical Formulas in PDF Document Images	2020	1
LLM-SR LLM-SR: Scientific Equation Discovery via Programming with Large Language Models	2024	1
C3-AMP Inception-YOLO: Computational cost and accuracy improvement of the YOLOv5 model based on employing modified CSP, SPPF, and inception modules	2024	1
RetinaMask RetinaMask: Learning to predict masks improves state-of-the-art single-shot detection for free	2019	1
CornerNet-Saccade CornerNet-Lite: Efficient Keypoint Based Object Detection	2019	1
CentripetalNet CentripetalNet: Pursuing High-quality Keypoint Pairs for Object Detection	2020	1
DAMO-YOLO DAMO-YOLO : A Report on Real-Time Object Detection Design	2022	1
F2DNet F2DNet: Fast Focal Detection Network for Pedestrian Detection	2022	1
MutualGuide Localize to Classify and Classify to Localize: Mutual Guidance in Object Detection	2020	1
CornerNet-Squeeze CornerNet-Lite: Efficient Keypoint Based Object Detection	2019	1
PAFNet PAFNet: An Efficient Anchor-Free Object Detector Guidance	2021	1
H3DNet	2000	1
HRI pipeline	2000	0

Object Detection Models Edit

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Object Detection Models

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