Towards effective person search with deep learning: A survey from systematic perspective

P Zhang, X Yu, C Wang, J Zheng, X Ning, X Bai - Pattern Recognition, 2024 - Elsevier
Person search detects and retrieves simultaneously a query person across uncropped
scene images captured by multiple non-overlapping cameras. In light of the deep learning …

When object detection meets knowledge distillation: A survey

Z Li, P Xu, X Chang, L Yang, Y Zhang… - … on Pattern Analysis …, 2023 - ieeexplore.ieee.org
Object detection (OD) is a crucial computer vision task that has seen the development of
many algorithms and models over the years. While the performance of current OD models …

Target-guided composed image retrieval

H Wen, X Zhang, X Song, Y Wei, L Nie - Proceedings of the 31st ACM …, 2023 - dl.acm.org
Composed image retrieval (CIR) is a new and flexible image retrieval paradigm, which can
retrieve the target image for a multimodal query, including a reference image and its …

Object knowledge distillation for joint detection and tracking in satellite videos

W Zhang, W Deng, Z Cui, J Liu… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Existing mainstream multiobject tracking (MOT) methods can be categorized into two
frameworks, including two-and one-stage ones. Two-stage ones divide MOT task into object …

Ground-to-aerial person search: Benchmark dataset and approach

S Zhang, Q Yang, D Cheng, Y Xing, G Liang… - Proceedings of the 31st …, 2023 - dl.acm.org
In this work, we construct a large-scale dataset for Ground-to-Aerial Person Search, named
G2APS, which contains 31,770 images of 260,559 annotated bounding boxes for 2,644 …

A Comprehensive Review of Knowledge Distillation in Computer Vision

SM Kaleem, T Rouf, G Habib, B Lall - arXiv preprint arXiv:2404.00936, 2024 - arxiv.org
Deep learning techniques have been demonstrated to surpass preceding cutting-edge
machine learning techniques in recent years, with computer vision being one of the most …

TDT: Teaching detectors to track without fully annotated videos

S Yu, G Wu, C Gu, ME Fathy - Proceedings of the IEEE/CVF …, 2022 - openaccess.thecvf.com
Recently, one-stage trackers that use a joint model to predict both detections and
appearance embeddings in one forward pass received much attention and achieved state-of …

Compressing the multiobject tracking model via knowledge distillation

T Liang, M Wang, J Chen, D Chen… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Recent multiobject tracking (MOT) methods usually use very deep neural networks to
achieve competitive accuracy, which inevitably results in degraded inference speed. To …

Grouped adaptive loss weighting for person search

Y Tian, D Chen, Y Liu, S Zhang, J Yang - Proceedings of the 30th ACM …, 2022 - dl.acm.org
Person search is an integrated task of multiple sub-tasks such as foreground/background
classification, bounding box regression and person re-identification. Therefore, person …

Knowledge Consistency Distillation for Weakly Supervised One Step Person Search

Z Li, Y Shi, H Ling, J Chen, R Wang… - … on Circuits and …, 2024 - ieeexplore.ieee.org
Weakly supervised person search targets to detect and identify a person with only bounding
box annotations. Recent approaches have focused on learning person relations in a single …