SOTAVerified

2D Object Detection

Papers

Showing 150 of 210 papers

TitleStatusHype
YOLOv10: Real-Time End-to-End Object DetectionCode11
DETRs Beat YOLOs on Real-time Object DetectionCode8
YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectorsCode7
VisionReasoner: Unified Visual Perception and Reasoning via Reinforcement LearningCode4
Wavelet Convolutions for Large Receptive FieldsCode4
DenoDet: Attention as Deformable Multi-Subspace Feature Denoising for Target Detection in SAR ImagesCode4
SARDet-100K: Towards Open-Source Benchmark and ToolKit for Large-Scale SAR Object DetectionCode4
OpenAgents: An Open Platform for Language Agents in the WildCode4
InternImage: Exploring Large-Scale Vision Foundation Models with Deformable ConvolutionsCode4
GLIPv2: Unifying Localization and Vision-Language UnderstandingCode4
PP-YOLOE: An evolved version of YOLOCode4
Relation DETR: Exploring Explicit Position Relation Prior for Object DetectionCode3
Open-YOLO 3D: Towards Fast and Accurate Open-Vocabulary 3D Instance SegmentationCode3
SARATR-X: Toward Building A Foundation Model for SAR Target RecognitionCode3
Salience DETR: Enhancing Detection Transformer with Hierarchical Salience Filtering RefinementCode3
Transcending Forgery Specificity with Latent Space Augmentation for Generalizable Deepfake DetectionCode3
Designing BERT for Convolutional Networks: Sparse and Hierarchical Masked ModelingCode3
XMem: Long-Term Video Object Segmentation with an Atkinson-Shiffrin Memory ModelCode3
Workshop on Autonomous Driving at CVPR 2021: Technical Report for Streaming Perception ChallengeCode3
Deformable DETR: Deformable Transformers for End-to-End Object DetectionCode3
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
Sparse R-CNN: End-to-End Object Detection with Learnable ProposalsCode2
Focal Loss for Dense Object DetectionCode2
Distributed LLMs and Multimodal Large Language Models: A Survey on Advances, Challenges, and Future DirectionsCode1
Toward Highly Efficient Semantic-Guided Machine Vision for Low-Light Object DetectionCode1
UAVDB: Trajectory-Guided Adaptable Bounding Boxes for UAV DetectionCode1
GUI Element Detection Using SOTA YOLO Deep Learning ModelsCode1
TXL-PBC: a freely accessible labeled peripheral blood cell datasetCode1
SCAResNet: A ResNet Variant Optimized for Tiny Object Detection in Transmission and Distribution TowersCode1
SeSame: Simple, Easy 3D Object Detection with Point-Wise SemanticsCode1
BGF-YOLO: Enhanced YOLOv8 with Multiscale Attentional Feature Fusion for Brain Tumor DetectionCode1
RCS-YOLO: A Fast and High-Accuracy Object Detector for Brain Tumor DetectionCode1
C^2Former: Calibrated and Complementary Transformer for RGB-Infrared Object DetectionCode1
CST-YOLO: A Novel Method for Blood Cell Detection Based on Improved YOLOv7 and CNN-Swin TransformerCode1
A Gated Cross-domain Collaborative Network for Underwater Object DetectionCode1
Object Detection with Transformers: A ReviewCode1
Large, Complex, and Realistic Safety Clothing and Helmet Detection: Dataset and MethodCode1
FishEye8K: A Benchmark and Dataset for Fisheye Camera Object DetectionCode1
WEDGE: A multi-weather autonomous driving dataset built from generative vision-language modelsCode1
Parcel3D: Shape Reconstruction from Single RGB Images for Applications in Transportation LogisticsCode1
Open-TransMind: A New Baseline and Benchmark for 1st Foundation Model Challenge of Intelligent TransportationCode1
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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