C^3 Framework: An Open-source PyTorch Code for Crowd Counting
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Abstract (arXiv)
This technical report attempts to provide efficient and solid kits addressed on the field of crowd counting, which is denoted as Crowd Counting Code Framework (C3F). The contributions of C3F are in three folds: 1) Some solid baseline networks are presented, which have achieved the state-of-the-arts. 2) Some flexible parameter setting strategies are provided to further promote the performance. 3) A powerful log system is developed to record the experiment process, which can enhance the reproducibility of each experiment. Our code is made publicly available at urlhttps://github.com/gjy3035/C-3-Framework. Furthermore, we also post a Chinese blogfootnoteurlhttps://zhuanlan.zhihu.com/p/65650998 to describe the details and insights of crowd counting.
Key facts. Cited by 18 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Jul 2019.
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Citing papers per year: 2021: 6; 2022: 5; 2023: 1; 2024: 5; 2025: 1.
18 papers.
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- 2021TransCrowd: weakly-supervised crowd counting with transformerscited by 61
- 2022Rethinking Spatial Invariance of Convolutional Networks for Object Countingcited by 54
- 2023STEERER: Resolving Scale Variations for Counting and Localization via Selective Inheritance Learningcited by 41
- 2021Focal Inverse Distance Transform Maps for Crowd Localizationcited by 36
- 2024Single Domain Generalization for Crowd Countingcited by 17
- 2024NWPU-MOC: A Benchmark for Fine-grained Multi-category Object Counting in Aerial Imagescited by 14
- 2022Crowd Localization from Gaussian Mixture Scoped Knowledge and Scoped Teachercited by 12
- 2021Congested Crowd Instance Localization with Dilated Convolutional Swin Transformercited by 11
- 2024Vehicle Perception from Satellitecited by 7
- 2021LDC-Net: A Unified Framework for Localization, Detection and Counting in Dense Crowdscited by 3
- 2022Counting Like Human: Anthropoid Crowd Counting on Modeling the Similarity of Objectscited by 2
- 2024Dynamic Proxy Domain Generalizes the Crowd Localization by Better Binary Segmentationcited by 2
6 more
- 2021Multi-Level Attentive Convoluntional Neural Network for Crowd Countingcited by 1
- 2022Joint Counting, Detection and Re-Identification for Multi-Object Trackingcited by 1
- 2021Enhanced Information Fusion Network for Crowd Countingcited by 0
- 2022MAFNet: A Multi-Attention Fusion Network for RGB-T Crowd Countingcited by 0
- 2024Deep learning-based Visual Measurement Extraction within an Adaptive Digital Twin Framework from Limited Data Using Transfer Learningcited by 0
- 2025Real-Time Crowd Counting for Embedded Systems with Lightweight Architecturecited by 0
- 2025Real-Time Crowd Counting for Embedded Systems with Lightweight Architecture15 Oct 2025
- 2024Deep learning-based Visual Measurement Extraction within an Adaptive Digital Twin Framework from Limited Data Using Transfer Learning7 Oct 2024
- 2024Dynamic Proxy Domain Generalizes the Crowd Localization by Better Binary Segmentation22 Apr 2024
- 2024Single Domain Generalization for Crowd Counting14 Mar 2024
- 2024Vehicle Perception from Satellite1 Feb 2024
- 2024NWPU-MOC: A Benchmark for Fine-grained Multi-category Object Counting in Aerial Images19 Jan 2024
- 2023STEERER: Resolving Scale Variations for Counting and Localization via Selective Inheritance Learning21 Aug 2023
- 2022Joint Counting, Detection and Re-Identification for Multi-Object Tracking12 Dec 2022
- 2022Counting Like Human: Anthropoid Crowd Counting on Modeling the Similarity of Objects2 Dec 2022
- 2022MAFNet: A Multi-Attention Fusion Network for RGB-T Crowd Counting14 Aug 2022
- 2022Crowd Localization from Gaussian Mixture Scoped Knowledge and Scoped Teacher12 Jun 2022
- 2022Rethinking Spatial Invariance of Convolutional Networks for Object Counting10 Jun 2022
6 more
- 2021LDC-Net: A Unified Framework for Localization, Detection and Counting in Dense Crowds10 Oct 2021
- 2021Congested Crowd Instance Localization with Dilated Convolutional Swin Transformer2 Aug 2021
- 2021Multi-Level Attentive Convoluntional Neural Network for Crowd Counting24 May 2021
- 2021TransCrowd: weakly-supervised crowd counting with transformers19 Apr 2021
- 2021Focal Inverse Distance Transform Maps for Crowd Localization16 Feb 2021
- 2021Enhanced Information Fusion Network for Crowd Counting12 Jan 2021
- 2021TransCrowd: weakly-supervised crowd counting with transformerscited by 61
- 2022Rethinking Spatial Invariance of Convolutional Networks for Object Countingcited by 54
- 2023STEERER: Resolving Scale Variations for Counting and Localization via Selective Inheritance Learningcited by 41
- 2021Focal Inverse Distance Transform Maps for Crowd Localizationcited by 36
- 2024Single Domain Generalization for Crowd Countingcited by 17
- 2024NWPU-MOC: A Benchmark for Fine-grained Multi-category Object Counting in Aerial Imagescited by 14
- 2022Crowd Localization from Gaussian Mixture Scoped Knowledge and Scoped Teachercited by 12
- 2021Congested Crowd Instance Localization with Dilated Convolutional Swin Transformercited by 11
- 2024Vehicle Perception from Satellitecited by 7
- 2021LDC-Net: A Unified Framework for Localization, Detection and Counting in Dense Crowdscited by 3
- 2022Counting Like Human: Anthropoid Crowd Counting on Modeling the Similarity of Objectscited by 2
- 2024Dynamic Proxy Domain Generalizes the Crowd Localization by Better Binary Segmentationcited by 2
12 most cited of 18 All 18 (JSON)
- 2025Real-Time Crowd Counting for Embedded Systems with Lightweight Architecture15 Oct 2025
- 2024Deep learning-based Visual Measurement Extraction within an Adaptive Digital Twin Framework from Limited Data Using Transfer Learning7 Oct 2024
- 2024Dynamic Proxy Domain Generalizes the Crowd Localization by Better Binary Segmentation22 Apr 2024
- 2024Single Domain Generalization for Crowd Counting14 Mar 2024
- 2024Vehicle Perception from Satellite1 Feb 2024
- 2024NWPU-MOC: A Benchmark for Fine-grained Multi-category Object Counting in Aerial Images19 Jan 2024
- 2023STEERER: Resolving Scale Variations for Counting and Localization via Selective Inheritance Learning21 Aug 2023
- 2022Joint Counting, Detection and Re-Identification for Multi-Object Tracking12 Dec 2022
- 2022Counting Like Human: Anthropoid Crowd Counting on Modeling the Similarity of Objects2 Dec 2022
- 2022MAFNet: A Multi-Attention Fusion Network for RGB-T Crowd Counting14 Aug 2022
- 2022Crowd Localization from Gaussian Mixture Scoped Knowledge and Scoped Teacher12 Jun 2022
- 2022Rethinking Spatial Invariance of Convolutional Networks for Object Counting10 Jun 2022
12 newest of 18 All 18 (JSON)