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2D Object Detection

Papers

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Showing 21–30 of 210 papers

TitleStatusHype
Distributional Generalization: A New Kind of GeneralizationCode3
SCoralDet: Efficient real-time underwater soft coral detection with YOLOCode2
PillarNeXt: Rethinking Network Designs for 3D Object Detection in LiDAR Point CloudsCode2
PACO: Parts and Attributes of Common ObjectsCode2
Roboflow 100: A Rich, Multi-Domain Object Detection BenchmarkCode2
Target-aware Dual Adversarial Learning and a Multi-scenario Multi-Modality Benchmark to Fuse Infrared and Visible for Object DetectionCode2
DAB-DETR: Dynamic Anchor Boxes are Better Queries for DETRCode2
Grounded Language-Image Pre-trainingCode2
2nd Place Solution for Waymo Open Dataset Challenge -- Real-time 2D Object DetectionCode2
2nd Place Solution for Waymo Open Dataset Challenge - Real-time 2D Object DetectionCode2
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All datasetsSARDet-100KDroneVehicleCeyMoTXL-PBC: a freely accessible labeled peripheral blood cell datasetExDarkSCoralDet DatasetClear WeatherDense FogBDD100K valCLCXrayDUOETDII Dataset

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SARATR-XmAP57.3—Unverified
2DenoDetbox mAP55.4—Unverified
3MSFA (F-RCNN+ConvNext-T)box mAP54.8—Unverified
4MSFA (GFL+R50)box mAP53.7—Unverified
5MSFA (Deformable DETR)box mAP51.3—Unverified
6Cascade R-CNNbox mAP51.1—Unverified
7MSFA (F-RCNN+R50)box mAP51.1—Unverified
8Deformable DETRbox mAP50—Unverified
9FCOSbox mAP49.8—Unverified
10F-RCNNbox mAP49—Unverified
#ModelMetricClaimedVerifiedStatus
1OAFAtest/mAP5079.4—Unverified
2CALNettest/mAP5075.4—Unverified
3CAGTDetVal/mAP5074.6—Unverified
4C2Formertest/mAP5072.8—Unverified
5TarDALtest/mAP5072.6—Unverified
6AR-CNNVal/mAP5071.6—Unverified
7GLFNettest/mAP5071.4—Unverified
8TSFADettest/mAP5070.4—Unverified
9CIANVal/mAP5070.2—Unverified
10HalfwayFusionVal/mAP5068.2—Unverified
#ModelMetricClaimedVerifiedStatus
1TransMindmAP70.7—Unverified
2YOLOv7mAP69.5—Unverified
3TOODmAP65.6—Unverified
4YOLOXmAP57.7—Unverified
5Sparse R-CNNmAP47.3—Unverified
#ModelMetricClaimedVerifiedStatus
1yolov8smAP500.98—Unverified
2yolov8mmAP500.97—Unverified
3yolov8nmAP500.97—Unverified
4yolov5smAP500.97—Unverified
5yolov5nmAP500.96—Unverified
#ModelMetricClaimedVerifiedStatus
1EMV-YOLOmAP79.7—Unverified
2MAETmAP77.7—Unverified
3WARLearnmAP55.7—Unverified
#ModelMetricClaimedVerifiedStatus
1MambaCoral-DiffDetmAP5084.3—Unverified
2SCoralDetmAP5080.19—Unverified
3SCoralNetmAP53.9—Unverified
#ModelMetricClaimedVerifiedStatus
1HRFuser-Tclear hard (AP)79.48—Unverified
2Deep Entropy Fusionclear hard (AP)79.46—Unverified
#ModelMetricClaimedVerifiedStatus
1HRFuser-Tdense fog hard (AP)78.21—Unverified
2Deep Entropy Fusiondense fog hard (AP)76.69—Unverified
#ModelMetricClaimedVerifiedStatus
1InternImage-HmAP38.8—Unverified
#ModelMetricClaimedVerifiedStatus
1LACLSDetection: Full (mAP@0.5)59.3—Unverified
#ModelMetricClaimedVerifiedStatus
1GCC-NetAll mAP69.1—Unverified
#ModelMetricClaimedVerifiedStatus
1SCAResNetmAP@0.562.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Yolov8x (640x640)mAP61.4—Unverified
#ModelMetricClaimedVerifiedStatus
1GLIPAverage mAP0.11—Unverified
#ModelMetricClaimedVerifiedStatus
1WARLearnMAP52.6—Unverified
#ModelMetricClaimedVerifiedStatus
1rotated-retinanet-rbox-r360_r50_fpn_6x.pyAP50(T<90)0.53—Unverified
#ModelMetricClaimedVerifiedStatus
1YOLOv12xAP500.9—Unverified
#ModelMetricClaimedVerifiedStatus
1RT-DSAFDetAP@0.554.2—Unverified