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SOTA
보행자 탐지
Pedestrian Detection On Caltech
Pedestrian Detection On Caltech
평가 지표
Reasonable Miss Rate
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
Reasonable Miss Rate
Paper Title
LDCF
24.8
Local Decorrelation For Improved Pedestrian Detection
AlexNet
23.3
Taking a Deeper Look at Pedestrians
TA-CNN
20.9
Pedestrian Detection aided by Deep Learning Semantic Tasks
Checkerboards+
17.1
Filtered Channel Features for Pedestrian Detection
NNNF
16.20
Pedestrian Detection Inspired by Appearance Constancy and Shape Symmetry
Part-level CNN + saliency and bounding box alignment
12.4
Part-Level Convolutional Neural Networks for Pedestrian Detection Using Saliency and Boundary Box Alignment
CompACT-Deep
11.75
Learning Complexity-Aware Cascades for Deep Pedestrian Detection
MCF
10.40
Learning Multilayer Channel Features for Pedestrian Detection
MS-CNN
9.95
A Unified Multi-scale Deep Convolutional Neural Network for Fast Object Detection
SA-FastRCNN
9.68
Scale-aware Fast R-CNN for Pedestrian Detection
FasterRCNN
8.7
Is Faster R-CNN Doing Well for Pedestrian Detection?
F-DNN+SS
8.18
Fused DNN: A deep neural network fusion approach to fast and robust pedestrian detection
SDS-RCNN
7.36
Illuminating Pedestrians via Simultaneous Detection & Segmentation
RPN+BF
7.3
Is Faster R-CNN Doing Well for Pedestrian Detection?
TFAN
6.5
Temporal-Context Enhanced Detection of Heavily Occluded Pedestrians
ALFNet
6.1
Learning Efficient Single-stage Pedestrian Detectors by Asymptotic Localization Fitting
Zhang et al.
5.8
CityPersons: A Diverse Dataset for Pedestrian Detection
HyperLearner
5.5
What Can Help Pedestrian Detection?
Zhang et al. *
5.1
CityPersons: A Diverse Dataset for Pedestrian Detection
RepLoss
5.0
Repulsion Loss: Detecting Pedestrians in a Crowd
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Pedestrian Detection On Caltech | SOTA | HyperAI초신경