SOTAVerified

Pedestrian Detection

Pedestrian detection is the task of detecting pedestrians from a camera.

Further state-of-the-art results (e.g. on the KITTI dataset) can be found at 3D Object Detection.

( Image credit: High-level Semantic Feature Detection: A New Perspective for Pedestrian Detection )

Papers

Showing 2650 of 438 papers

TitleStatusHype
Nonlinear optical encoding enabled by recurrent linear scatteringCode1
LLVIP: A Visible-infrared Paired Dataset for Low-light VisionCode1
LMOT: Efficient Light-Weight Detection and Tracking in CrowdsCode1
Domain Adaptive Person SearchCode1
Efficient and Effective Generation of Test Cases for Pedestrian Detection -- Search-based Software Testing of Baidu Apollo in SVLCode1
Adapted Center and Scale Prediction: More Stable and More AccurateCode1
Guided Attentive Feature Fusion for Multispectral Pedestrian DetectionCode1
From Handcrafted to Deep Features for Pedestrian Detection: A SurveyCode1
3D Random Occlusion and Multi-Layer Projection for Deep Multi-Camera Pedestrian LocalizationCode1
DDAM-PS: Diligent Domain Adaptive Mixer for Person SearchCode1
Graph Neural Networks for Cross-Camera Data AssociationCode1
CityPersons: A Diverse Dataset for Pedestrian DetectionCode1
Causal Mode Multiplexer: A Novel Framework for Unbiased Multispectral Pedestrian DetectionCode1
CARLA-BSP: a simulated dataset with pedestriansCode1
Cross-Modality Fusion Transformer for Multispectral Object DetectionCode1
CrossDTR: Cross-view and Depth-guided Transformers for 3D Object DetectionCode1
Bringing Generalization to Deep Multi-View Pedestrian DetectionCode1
Comparison Of Deep Object Detectors On A New Vulnerable Pedestrian DatasetCode1
CrowdHuman: A Benchmark for Detecting Human in a CrowdCode1
AMFD: Distillation via Adaptive Multimodal Fusion for Multispectral Pedestrian DetectionCode1
HalluciDet: Hallucinating RGB Modality for Person Detection Through Privileged InformationCode1
DETR for Crowd Pedestrian DetectionCode1
Exploring Visual Context for Weakly Supervised Person SearchCode1
Anchor-Free Person SearchCode1
FCOS: Fully Convolutional One-Stage Object DetectionCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1UniHCP (FT)Heavy MR^-227.2Unverified
2LDCFReasonable Miss Rate24.8Unverified
3AlexNetReasonable Miss Rate23.3Unverified
4TA-CNNReasonable Miss Rate20.9Unverified
5Checkerboards+Reasonable Miss Rate17.1Unverified
6NNNFReasonable Miss Rate16.2Unverified
7Part-level CNN + saliency and bounding box alignmentReasonable Miss Rate12.4Unverified
8CompACT-DeepReasonable Miss Rate11.75Unverified
9MCFReasonable Miss Rate10.4Unverified
10MS-CNNReasonable Miss Rate9.95Unverified
#ModelMetricClaimedVerifiedStatus
1ACSP + EuroCity PersonsHeavy MR^-242.5Unverified
2TLLReasonable MR^-215.5Unverified
3FRCNNReasonable MR^-215.4Unverified
4FRCNN+SegReasonable MR^-214.8Unverified
5TLL+MRFReasonable MR^-214.4Unverified
6RepLossReasonable MR^-213.2Unverified
7OR-CNNReasonable MR^-212.8Unverified
8ALFNetReasonable MR^-212Unverified
9CSP (with offset) + ResNet-50Reasonable MR^-211Unverified
10NOH-NMSReasonable MR^-210.8Unverified
#ModelMetricClaimedVerifiedStatus
1INSANetlog average miss rate4.43Unverified
2MMPedestronAP0.73Unverified
3CAFF-DINOAP0.69Unverified
4CFTAP0.64Unverified
5UniRGB-IRAP0.63Unverified
6RSDetAP0.61Unverified
7CMXAP0.6Unverified
8CSSAAP0.59Unverified
9GAFFAP0.56Unverified
10Halfway FusionAP0.55Unverified
#ModelMetricClaimedVerifiedStatus
1YOLOv6 (Thermal) mAP84.4Unverified
2YOLOv3 (Thermal) mAP82.7Unverified
3CFT mAP82.7Unverified
4CMX mAP81.6Unverified
5YOLOv7 (Thermal)mAP77.8Unverified
6YOLOv6 (Visible) mAP38.1Unverified
7YOLOv7 (Visible)mAP35.3Unverified
8YOLOv3 (Visible) mAP34.5Unverified
#ModelMetricClaimedVerifiedStatus
1FCOSR (miss rate)24.35Unverified
2RetinaNetR (miss rate)23.89Unverified
3FPNR (miss rate)22.3Unverified
4CrowdDetR (miss rate)20.82Unverified
5EGCLR (miss rate)19.73Unverified
6LSFMR (miss rate)18.7Unverified
#ModelMetricClaimedVerifiedStatus
1RetinaNetR (miss rate)34.73Unverified
2FCOSR (miss rate)31.89Unverified
3CrowdDetR (miss rate)25.73Unverified
4EGCLR (miss rate)24.84Unverified
#ModelMetricClaimedVerifiedStatus
1CFTAP5078.2Unverified
2CMXAP5068.9Unverified
#ModelMetricClaimedVerifiedStatus
1LSFMMR0.87Unverified
#ModelMetricClaimedVerifiedStatus
1MMPedestronbox mAP79Unverified