DSLA: Dynamic smooth label assignment for efficient anchor-free object detection

1 code implementation • 1 Aug 2022 • Hu Su, Yonghao He, Rui Jiang, Jiabin Zhang, Wei Zou, Bin Fan

The dynamic smooth label is assigned to supervise the classification branch.

Classification object-detection +1

SIMPLE: SIngle-network with Mimicking and Point Learning for Bottom-up Human Pose Estimation

no code implementations • 6 Apr 2021 • Jiabin Zhang, Zheng Zhu, Jiwen Lu, JunJie Huang, Guan Huang, Jie zhou

To make a better trade-off between accuracy and efficiency, we propose a novel multi-person pose estimation framework, SIngle-network with Mimicking and Point Learning for Bottom-up Human Pose Estimation (SIMPLE).

Human Detection Multi-Person Pose Estimation

FastPose: Towards Real-time Pose Estimation and Tracking via Scale-normalized Multi-task Networks

no code implementations • 15 Aug 2019 • Jiabin Zhang, Zheng Zhu, Wei Zou, Peng Li, Yanwei Li, Hu Su, Guan Huang

Given the results of MTN, we adopt an occlusion-aware Re-ID feature strategy in the pose tracking module, where pose information is utilized to infer the occlusion state to make better use of Re-ID feature.

Human Detection Multi-Person Pose Estimation +3

State-aware Re-identification Feature for Multi-target Multi-camera Tracking

no code implementations • 4 Jun 2019 • Peng Li, Jiabin Zhang, Zheng Zhu, Yanwei Li, Lu Jiang, Guan Huang

Multi-target Multi-camera Tracking (MTMCT) aims to extract the trajectories from videos captured by a set of cameras.