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SOTA
군중 계수
Crowd Counting On Shanghaitech B
Crowd Counting On Shanghaitech B
평가 지표
MAE
평가 결과
이 벤치마크에서 각 모델의 성능 결과
Columns
모델 이름
MAE
Paper Title
Zhang et al.
32.0
Cross-Scene Crowd Counting via Deep Convolutional Neural Networks
MCNN
26.4
Single-Image Crowd Counting via Multi-Column Convolutional Neural Network
Switch-CNN
21.6
Switching Convolutional Neural Network for Crowd Counting
CP-CNN
20.1
Generating High-Quality Crowd Density Maps using Contextual Pyramid CNNs
Cascaded-MTL
20
CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd Counting
D-ConvNet
18.7
Crowd Counting With Deep Negative Correlation Learning
ACSCP
17.2
Crowd Counting via Adversarial Cross-Scale Consistency Pursuit
Liu et al.
13.7
Leveraging Unlabeled Data for Crowd Counting by Learning to Rank
IG-CNN
13.6
Divide and Grow: Capturing Huge Diversity in Crowd Images with Incrementally Growing CNN
ic-CNN
10.7
Iterative Crowd Counting
CSRNet
10.6
CSRNet: Dilated Convolutional Neural Networks for Understanding the Highly Congested Scenes
SAFECount
9.98
Few-shot Object Counting with Similarity-Aware Feature Enhancement
OrdinalEntropy
9.1
Improving Deep Regression with Ordinal Entropy
APGCC
8.7
Improving Point-based Crowd Counting and Localization Based on Auxiliary Point Guidance
SANet
8.4
Scale Aggregation Network for Accurate and Efficient Crowd Counting
LSC-CNN
8.1
Locate, Size and Count: Accurately Resolving People in Dense Crowds via Detection
CAN
7.8
Context-Aware Crowd Counting
DM-Count
7.4
Distribution Matching for Crowd Counting
DMCount-EBC
7.0
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification
CSRNet-EBC
6.9
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification
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