activity
20192022
most citedIoU-balanced Loss Functions for Single-stage Object Detection

15 citations · 31 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2022

Implicit and Efficient Point Cloud Completion for 3D Single Object Tracking

Pan Wang, Liangliang Ren, Shengkai Wu +4

The point cloud based 3D single object tracking has drawn increasing attention. Although many breakthroughs have been achieved, we also reveal two severe issues. By extensive analy…

cs.CV2021

Carton dataset synthesis method for domain shift based on foreground texture decoupling and replacement

Lijun Gou, Shengkai Wu, Jinrong Yang +4

One major impediment in rapidly deploying object detection models for industrial applications is the lack of large annotated datasets. We currently have presented the Sacked Carton…

cs.CV2021★ 1 cited

Gaussian Guided IoU: A Better Metric for Balanced Learning on Object Detection

Shengkai Wu, Jinrong Yang, Hangcheng Yu +2

For most of the anchor-based detectors, Intersection over Union(IoU) is widely utilized to assign targets for the anchors during training. However, IoU pays insufficient attention…

cs.CV2021★ 1 cited

SCD: A Stacked Carton Dataset for Detection and Segmentation

Jinrong Yang, Shengkai Wu, Lijun Gou +5

Carton detection is an important technique in the automatic logistics system and can be applied to many applications such as the stacking and unstacking of cartons, the unloading o…

cs.CV2019★ 14 cited

IoU-aware Single-stage Object Detector for Accurate Localization

Shengkai Wu, Xiaoping Li, Xinggang Wang

Due to the simpleness and high efficiency, single-stage object detectors have been widely applied in many computer vision applications . However, the low correlation between the cl…

cs.CV2019★ 15 cited

IoU-balanced Loss Functions for Single-stage Object Detection

Shengkai Wu, Jinrong Yang, Xinggang Wang +1

Single-stage object detectors have been widely applied in computer vision applications due to their high efficiency. However, we find that the loss functions adopted by single-stag…