EBC-ZIP: Improving Blockwise Crowd Counting with Zero-Inflated Poisson Regression | ✓ Link | 69.46 | 121.88 | | EBC-ZIP-B | 2025-06-24 |
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification | ✓ Link | 75.90 | 130.48 | | DMCount-EBC (16, dynamic) | 2024-03-14 |
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification | ✓ Link | 76.06 | 127.72 | | DMCount-EBC (32, dynamic) | 2024-03-14 |
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification | ✓ Link | 77.2 | 130.4 | | DMCount-EBC | 2024-03-14 |
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification | ✓ Link | 79.3 | 135.8 | | CSRNet-EBC | 2024-03-14 |
Improving Point-based Crowd Counting and Localization Based on Auxiliary Point Guidance | ✓ Link | 80.1 | | 136.6 | APGCC | 2024-05-17 |
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification | ✓ Link | 80.3 | 139.3 | | CLIP-EBC (ViT-B/16) | 2024-03-14 |
CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification | ✓ Link | 80.5 | 136.6 | | CLIP-EBC (ResNet50) | 2024-03-14 |
Rethinking Spatial Invariance of Convolutional Networks for Object Counting | ✓ Link | 81.6 | | | GauNet (ResNet-50) | 2022-06-10 |
Crowd Counting and Individual Localization Using Pseudo Square Label | | 85.5 | 144.4 | | PSL-Net | 2024-05-13 |
Distribution Matching for Crowd Counting | ✓ Link | 85.6 | | | DM-Count | 2020-09-28 |
Encoder-Decoder Based Convolutional Neural Networks with Multi-Scale-Aware Modules for Crowd Counting | ✓ Link | 85.6 | | | M-SFANet | 2020-03-12 |
Crowd Counting via Segmentation Guided Attention Networks and Curriculum Loss | ✓ Link | 87.6 | | | SGANet + CL | 2019-11-18 |
Crowd Counting via Segmentation Guided Attention Networks and Curriculum Loss | ✓ Link | 89.1 | | | SGANet | 2019-11-18 |
Context-Aware Crowd Counting | ✓ Link | 107 | | | CAN | 2018-11-26 |
Composition Loss for Counting, Density Map Estimation and Localization in Dense Crowds | | 132 | | | Idrees et al. | 2018-08-02 |
Densely Connected Convolutional Networks | ✓ Link | 163 | | | Densenet201 | 2016-08-25 |
Deep Residual Learning for Image Recognition | ✓ Link | 190 | | | Resnet101 | 2015-12-10 |
Switching Convolutional Neural Network for Crowd Counting | ✓ Link | 228 | | | Switch-CNN | 2017-08-01 |
CNN-based Cascaded Multi-task Learning of High-level Prior and Density Estimation for Crowd Counting | ✓ Link | 252 | | | Cascaded-MTL | 2017-07-30 |
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation | ✓ Link | 270 | | | Encoder-Decoder | 2015-11-02 |
Single-Image Crowd Counting via Multi-Column Convolutional Neural Network | ✓ Link | 277 | | | MCNN | 2016-01-01 |
Multi-source Multi-scale Counting in Extremely Dense Crowd Images | | 315 | | | Idrees et al. | 2013-06-01 |