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MTCNET: Multi-task Learning Paradigm for Crowd Count Estimation [article]

Abhay Kumar, Nishant Jain, Suraj Tripathi, Chirag Singh, Kamal Krishna
2019 arXiv   pre-print
We propose a Multi-Task Learning (MTL) paradigm based deep neural network architecture, called MTCNet (Multi-Task Crowd Network) for crowd density and count estimation.  ...  The proposed model has two related tasks, with Crowd Density Estimation as the main task and Crowd-Count Group Classification as the auxiliary task.  ...  CONCLUSION We have proposed a novel end-to-end model, MTCNet, based on the multi-task learning paradigm to jointly train the crowd density map (main task) and the count group classification (auxiliary  ... 
arXiv:1908.08652v1 fatcat:s7kywoktxzfdhfyl5tmu3mv3x4