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2D Object Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 21–30 of 210 papers

Title	Date	Tasks	Status	Hype
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering Refinement	Mar 24, 2024	2D Object DetectionComputational Efficiency	CodeCode Available	3
SCoralDet: Efficient real-time underwater soft coral detection with YOLO	Dec 16, 2024	2D Object Detectionobject-detection	CodeCode Available	2
Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object Detection	Mar 30, 2022	2D Object DetectionBilevel Optimization	CodeCode Available	2
Roboflow 100: A Rich, Multi-Domain Object Detection Benchmark	Nov 24, 2022	2D Object DetectionImage Retrieval	CodeCode Available	2
2nd Place Solution for Waymo Open Dataset Challenge -- Real-time 2D Object Detection	Jun 16, 2021	2D Object DetectionAutonomous Driving	CodeCode Available	2
2nd Place Solution for Waymo Open Dataset Challenge - Real-time 2D Object Detection	Jun 16, 2021	2D Object DetectionAutonomous Driving	CodeCode Available	2
PACO: Parts and Attributes of Common Objects	Jan 4, 2023	2D Object DetectionAttribute	CodeCode Available	2
Sparse R-CNN: End-to-End Object Detection with Learnable Proposals	Nov 25, 2020	2D Object DetectionObject	CodeCode Available	2
Grounded Language-Image Pre-training	Dec 7, 2021	2D Object DetectionDescribed Object Detection	CodeCode Available	2
DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETR	Jan 28, 2022	2D Object DetectionObject Detection	CodeCode Available	2

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All datasets SARDet-100K DroneVehicle CeyMo TXL-PBC: a freely accessible labeled peripheral blood cell dataset ExDark SCoralDet Dataset Clear Weather Dense Fog BDD100K val CLCXray DUO ETDII Dataset

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SARATR-X	mAP	57.3	—	Unverified
2	DenoDet	box mAP	55.4	—	Unverified
3	MSFA (F-RCNN+ConvNext-T)	box mAP	54.8	—	Unverified
4	MSFA (GFL+R50)	box mAP	53.7	—	Unverified
5	MSFA (Deformable DETR)	box mAP	51.3	—	Unverified
6	Cascade R-CNN	box mAP	51.1	—	Unverified
7	MSFA (F-RCNN+R50)	box mAP	51.1	—	Unverified
8	Deformable DETR	box mAP	50	—	Unverified
9	FCOS	box mAP	49.8	—	Unverified
10	F-RCNN	box mAP	49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OAFA	test/mAP50	79.4	—	Unverified
2	CALNet	test/mAP50	75.4	—	Unverified
3	CAGTDet	Val/mAP50	74.6	—	Unverified
4	C2Former	test/mAP50	72.8	—	Unverified
5	TarDAL	test/mAP50	72.6	—	Unverified
6	AR-CNN	Val/mAP50	71.6	—	Unverified
7	GLFNet	test/mAP50	71.4	—	Unverified
8	TSFADet	test/mAP50	70.4	—	Unverified
9	CIAN	Val/mAP50	70.2	—	Unverified
10	HalfwayFusion	Val/mAP50	68.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransMind	mAP	70.7	—	Unverified
2	YOLOv7	mAP	69.5	—	Unverified
3	TOOD	mAP	65.6	—	Unverified
4	YOLOX	mAP	57.7	—	Unverified
5	Sparse R-CNN	mAP	47.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	yolov8s	mAP50	0.98	—	Unverified
2	yolov8m	mAP50	0.97	—	Unverified
3	yolov8n	mAP50	0.97	—	Unverified
4	yolov5s	mAP50	0.97	—	Unverified
5	yolov5n	mAP50	0.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EMV-YOLO	mAP	79.7	—	Unverified
2	MAET	mAP	77.7	—	Unverified
3	WARLearn	mAP	55.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MambaCoral-DiffDet	mAP50	84.3	—	Unverified
2	SCoralDet	mAP50	80.19	—	Unverified
3	SCoralNet	mAP	53.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HRFuser-T	clear hard (AP)	79.48	—	Unverified
2	Deep Entropy Fusion	clear hard (AP)	79.46	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HRFuser-T	dense fog hard (AP)	78.21	—	Unverified
2	Deep Entropy Fusion	dense fog hard (AP)	76.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InternImage-H	mAP	38.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	LACLS	Detection: Full (mAP@0.5)	59.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GCC-Net	All mAP	69.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SCAResNet	mAP@0.5	62.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Yolov8x (640x640)	mAP	61.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GLIP	Average mAP	0.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WARLearn	MAP	52.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	rotated-retinanet-rbox-r360_r50_fpn_6x.py	AP50(T<90)	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	YOLOv12x	AP50	0.9	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RT-DSAFDet	AP@0.5	54.2	—	Unverified