SOTAVerified

2D Object Detection

Papers

Showing 101150 of 210 papers

TitleStatusHype
Underwater Soft Coral Detection: SCoralNet for Accurate and Efficient Annotation.0
RayFormer: Improving Query-Based Multi-Camera 3D Object Detection via Ray-Centric Strategies0
PADRe: A Unifying Polynomial Attention Drop-in Replacement for Efficient Vision Transformer0
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
MosquitoFusion: A Multiclass Dataset for Real-Time Detection of Mosquitoes, Swarms, and Breeding Sites Using Deep LearningCode0
EffiPerception: an Efficient Framework for Various Perception Tasks0
Run-time Introspection of 2D Object Detection in Automated Driving Systems Using Learning Representations0
Weakly Misalignment-free Adaptive Feature Alignment for UAVs-based Multimodal Object Detection0
MSU-4S - The Michigan State University Four Seasons Dataset0
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
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
Towards Fair and Comprehensive Comparisons for Image-Based 3D Object DetectionCode0
BEA: Revisiting anchor-based object detection DNN using Budding Ensemble Architecture0
Multi-Task Cross-Modality Attention-Fusion for 2D Object Detection0
GMM: Delving into Gradient Aware and Model Perceive Depth Mining for Monocular 3D Detection0
Informative Data Selection with Uncertainty for Multi-modal Object Detection0
Efficiently Collecting Training Dataset for 2D Object Detection by Online Visual Feedback0
EvCenterNet: Uncertainty Estimation for Object Detection using Evidential Learning0
TRR360D: A dataset for 360 degree rotated rectangular box table detectionCode0
BOP Challenge 2022 on Detection, Segmentation and Pose Estimation of Specific Rigid Objects0
Model-Based Underwater 6D Pose Estimation from RGB0
Bridging the Sim2Real gap with CARE: Supervised Detection Adaptation with Conditional Alignment and Reweighting0
DR-WLC: Dimensionality Reduction cognition for object detection and pose estimation by Watching, Learning and CheckingCode0
Poses of People in Art: A Data Set for Human Pose Estimation in Digital Art History0
Monocular 3D Object Detection using Multi-Stage Approaches with Attention and Slicing aided hyper inference0
Objects as Spatio-Temporal 2.5D points0
PointSee: Image Enhances Point Cloud0
MSF3DDETR: Multi-Sensor Fusion 3D Detection Transformer for Autonomous Driving0
Translation, Scale and Rotation: Cross-Modal Alignment Meets RGB-Infrared Vehicle Detection0
Identifying Out-of-Distribution Samples in Real-Time for Safety-Critical 2D Object Detection with Margin Entropy Loss0
Level Set-Based Camera Pose Estimation From Multiple 2D/3D Ellipse-Ellipsoid Correspondences0
DRL-ISP: Multi-Objective Camera ISP with Deep Reinforcement Learning0
0/1 Deep Neural Networks via Block Coordinate Descent0
Small Object Detection via Pixel Level Balancing With Applications to Blood Cell DetectionCode0
Delving into the Pre-training Paradigm of Monocular 3D Object Detection0
A Fingerprint Detection Method by Fingerprint Ridge Orientation Check0
Exploiting Temporal Relations on Radar Perception for Autonomous Driving0
On Hyperbolic Embeddings in 2D Object Detection0
ECG classification algorithm based on feature synthetic input and multi-resolution neural networks0
An Unsupervised Domain Adaptive Approach for Multimodal 2D Object Detection in Adverse Weather Conditions0
CARL-D: A vision benchmark suite and large scale dataset for vehicle detection and scene segmentationCode0
Unaligned but Safe -- Formally Compensating Performance Limitations for Imprecise 2D Object Detection0
Recent Trends in 2D Object Detection and Applications in Video Event Recognition0
DeepMix: Mobility-aware, Lightweight, and Hybrid 3D Object Detection for Headsets0
10,000 optimal CVRP solutions for testing machine learning based heuristics0
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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