SOTAVerified

2D Object Detection

Papers

Showing 150 of 210 papers

TitleStatusHype
VisionReasoner: Unified Visual Perception and Reasoning via Reinforcement LearningCode4
GATE3D: Generalized Attention-based Task-synergized Estimation in 3D*0
Safe-Construct: Redefining Construction Safety Violation Recognition as 3D Multi-View Engagement Task0
Distributed LLMs and Multimodal Large Language Models: A Survey on Advances, Challenges, and Future DirectionsCode1
2D Object Detection: A Survey0
AI-Driven Relocation Tracking in Dynamic Kitchen EnvironmentsCode0
WalnutData: A UAV Remote Sensing Dataset of Green Walnuts and Model EvaluationCode0
A Diffusion Model and Knowledge Distillation Framework for Robust Coral Detection in Complex Underwater EnvironmentsCode0
Toward Highly Efficient Semantic-Guided Machine Vision for Low-Light Object DetectionCode1
SCoralDet: Efficient real-time underwater soft coral detection with YOLOCode2
Enhancing 3D Object Detection in Autonomous Vehicles Based on Synthetic Virtual Environment Analysis0
MCBLT: Multi-Camera Multi-Object 3D Tracking in Long Videos0
WARLearn: Weather-Adaptive Representation LearningCode0
YCB-LUMA: YCB Object Dataset with Luminance Keying for Object LocalizationCode0
How Important are Data Augmentations to Close the Domain Gap for Object Detection in Orbit?0
Pediatric Wrist Fracture Detection Using Feature Context Excitation Modules in X-ray ImagesCode0
UAVDB: Trajectory-Guided Adaptable Bounding Boxes for UAV DetectionCode1
Real-Time Dynamic Scale-Aware Fusion Detection Network: Take Road Damage Detection as an exampleCode0
Relaxed Rotational Equivariance via G-Biases in VisionCode0
SBDet: A Symmetry-Breaking Object Detector via Relaxed Rotation-Equivariance0
GUI Element Detection Using SOTA YOLO Deep Learning ModelsCode1
Underwater Soft Coral Detection: SCoralNet for Accurate and Efficient Annotation.0
RayFormer: Improving Query-Based Multi-Camera 3D Object Detection via Ray-Centric Strategies0
TXL-PBC: a freely accessible labeled peripheral blood cell datasetCode1
PADRe: A Unifying Polynomial Attention Drop-in Replacement for Efficient Vision Transformer0
Relation DETR: Exploring Explicit Position Relation Prior for Object DetectionCode3
Wavelet Convolutions for Large Receptive FieldsCode4
DenoDet: Attention as Deformable Multi-Subspace Feature Denoising for Target Detection in SAR ImagesCode4
Open-YOLO 3D: Towards Fast and Accurate Open-Vocabulary 3D Instance SegmentationCode3
YOLOv10: Real-Time End-to-End Object DetectionCode11
SARATR-X: Toward Building A Foundation Model for SAR Target RecognitionCode3
BadFusion: 2D-Oriented Backdoor Attacks against 3D Object Detection0
Run-time Monitoring of 3D Object Detection in Automated Driving Systems Using Early Layer Neural Activation Patterns0
SCAResNet: A ResNet Variant Optimized for Tiny Object Detection in Transmission and Distribution TowersCode1
MosquitoFusion: A Multiclass Dataset for Real-Time Detection of Mosquitoes, Swarms, and Breeding Sites Using Deep LearningCode0
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering RefinementCode3
EffiPerception: an Efficient Framework for Various Perception Tasks0
SeSame: Simple, Easy 3D Object Detection with Point-Wise SemanticsCode1
SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object DetectionCode4
Run-time Introspection of 2D Object Detection in Automated Driving Systems Using Learning Representations0
MSU-4S - The Michigan State University Four Seasons Dataset0
Weakly Misalignment-free Adaptive Feature Alignment for UAVs-based Multimodal Object Detection0
First qualitative observations on deep learning vision model YOLO and DETR for automated driving in Austria0
RadioGalaxyNET: Dataset and Novel Computer Vision Algorithms for the Detection of Extended Radio Galaxies and Infrared HostsCode0
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake DetectionCode3
Globular Cluster Detection in M33 Using Multiple Views Representation LearningCode0
Topology-Matching Normalizing Flows for Out-of-Distribution Detection in Robot Learning0
PrObeD: Proactive Object Detection WrapperCode0
YOLO-BEV: Generating Bird's-Eye View in the Same Way as 2D Object Detection0
OpenAgents: An Open Platform for Language Agents in the WildCode4
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SARATR-XmAP57.3Unverified
2DenoDetbox mAP55.4Unverified
3MSFA (F-RCNN+ConvNext-T)box mAP54.8Unverified
4MSFA (GFL+R50)box mAP53.7Unverified
5MSFA (Deformable DETR)box mAP51.3Unverified
6Cascade R-CNNbox mAP51.1Unverified
7MSFA (F-RCNN+R50)box mAP51.1Unverified
8Deformable DETRbox mAP50Unverified
9FCOSbox mAP49.8Unverified
10F-RCNNbox mAP49Unverified
#ModelMetricClaimedVerifiedStatus
1OAFAtest/mAP5079.4Unverified
2CALNettest/mAP5075.4Unverified
3CAGTDetVal/mAP5074.6Unverified
4C2Formertest/mAP5072.8Unverified
5TarDALtest/mAP5072.6Unverified
6AR-CNNVal/mAP5071.6Unverified
7GLFNettest/mAP5071.4Unverified
8TSFADettest/mAP5070.4Unverified
9CIANVal/mAP5070.2Unverified
10HalfwayFusionVal/mAP5068.2Unverified
#ModelMetricClaimedVerifiedStatus
1TransMindmAP70.7Unverified
2YOLOv7mAP69.5Unverified
3TOODmAP65.6Unverified
4YOLOXmAP57.7Unverified
5Sparse R-CNNmAP47.3Unverified
#ModelMetricClaimedVerifiedStatus
1yolov8smAP500.98Unverified
2yolov8mmAP500.97Unverified
3yolov8nmAP500.97Unverified
4yolov5smAP500.97Unverified
5yolov5nmAP500.96Unverified
#ModelMetricClaimedVerifiedStatus
1EMV-YOLOmAP79.7Unverified
2MAETmAP77.7Unverified
3WARLearnmAP55.7Unverified
#ModelMetricClaimedVerifiedStatus
1MambaCoral-DiffDetmAP5084.3Unverified
2SCoralDetmAP5080.19Unverified
3SCoralNetmAP53.9Unverified
#ModelMetricClaimedVerifiedStatus
1HRFuser-Tclear hard (AP)79.48Unverified
2Deep Entropy Fusionclear hard (AP)79.46Unverified
#ModelMetricClaimedVerifiedStatus
1HRFuser-Tdense fog hard (AP)78.21Unverified
2Deep Entropy Fusiondense fog hard (AP)76.69Unverified
#ModelMetricClaimedVerifiedStatus
1InternImage-HmAP38.8Unverified
#ModelMetricClaimedVerifiedStatus
1LACLSDetection: Full (mAP@0.5)59.3Unverified
#ModelMetricClaimedVerifiedStatus
1GCC-NetAll mAP69.1Unverified
#ModelMetricClaimedVerifiedStatus
1SCAResNetmAP@0.562.6Unverified
#ModelMetricClaimedVerifiedStatus
1Yolov8x (640x640)mAP61.4Unverified
#ModelMetricClaimedVerifiedStatus
1GLIPAverage mAP0.11Unverified
#ModelMetricClaimedVerifiedStatus
1WARLearnMAP52.6Unverified
#ModelMetricClaimedVerifiedStatus
1rotated-retinanet-rbox-r360_r50_fpn_6x.pyAP50(T<90)0.53Unverified
#ModelMetricClaimedVerifiedStatus
1YOLOv12xAP500.9Unverified
#ModelMetricClaimedVerifiedStatus
1RT-DSAFDetAP@0.554.2Unverified