Change detection based on artificial intelligence: State-of-the-art and challenges

W Shi, M Zhang, R Zhang, S Chen, Z Zhan - Remote Sensing, 2020 - mdpi.com
Change detection based on remote sensing (RS) data is an important method of detecting
changes on the Earth's surface and has a wide range of applications in urban planning …

Video object segmentation and tracking: A survey

R Yao, G Lin, S **a, J Zhao, Y Zhou - ACM Transactions on Intelligent …, 2020 - dl.acm.org
Object segmentation and object tracking are fundamental research areas in the computer
vision community. These two topics are difficult to handle some common challenges, such …

Boundary IoU: Improving object-centric image segmentation evaluation

B Cheng, R Girshick, P Dollár… - Proceedings of the …, 2021 - openaccess.thecvf.com
Abstract We present Boundary IoU (Intersection-over-Union), a new segmentation
evaluation measure focused on boundary quality. We perform an extensive analysis across …

Deep snake for real-time instance segmentation

S Peng, W Jiang, H Pi, X Li, H Bao… - Proceedings of the …, 2020 - openaccess.thecvf.com
This paper introduces a novel contour-based approach named deep snake for real-time
instance segmentation. Unlike some recent methods that directly regress the coordinates of …

Segfix: Model-agnostic boundary refinement for segmentation

Y Yuan, J **e, X Chen, J Wang - … Conference, Glasgow, UK, August 23–28 …, 2020 - Springer
We present a model-agnostic post-processing scheme to improve the boundary quality for
the segmentation result that is generated by any existing segmentation model. Motivated by …

Epic-kitchens visor benchmark: Video segmentations and object relations

A Darkhalil, D Shan, B Zhu, J Ma… - Advances in …, 2022 - proceedings.neurips.cc
We introduce VISOR, a new dataset of pixel annotations and a benchmark suite for
segmenting hands and active objects in egocentric video. VISOR annotates videos from …

Bigdatasetgan: Synthesizing imagenet with pixel-wise annotations

D Li, H Ling, SW Kim, K Kreis… - Proceedings of the …, 2022 - openaccess.thecvf.com
Annotating images with pixel-wise labels is a time-consuming and costly process. Recently,
DatasetGAN showcased a promising alternative-to synthesize a large labeled dataset via a …

Fast interactive object annotation with curve-gcn

H Ling, J Gao, A Kar, W Chen… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
Manually labeling objects by tracing their boundaries is a laborious process. In Polygon-
RNN++, the authors proposed Polygon-RNN that produces polygonal annotations in a …

Box-supervised instance segmentation with level set evolution

W Li, W Liu, J Zhu, M Cui, XS Hua, L Zhang - European conference on …, 2022 - Springer
In contrast to the fully supervised methods using pixel-wise mask labels, box-supervised
instance segmentation takes advantage of the simple box annotations, which has recently …

Polytransform: Deep polygon transformer for instance segmentation

J Liang, N Homayounfar, WC Ma… - Proceedings of the …, 2020 - openaccess.thecvf.com
In this paper, we propose PolyTransform, a novel instance segmentation algorithm that
produces precise, geometry-preserving masks by combining the strengths of prevailing …