Boundary Detection
99 papers with code • 3 benchmarks • 10 datasets
Boundary Detection is a vital part of extracting information encoded in images, allowing for the computation of quantities of interest including density, velocity, pressure, etc.
Source: A Locally Adapting Technique for Boundary Detection using Image Segmentation
Benchmarks
These leaderboards are used to track progress in Boundary Detection
| Trend | Dataset | Best Model | Paper | Code | Compare |
|---|---|---|---|---|---|
|
|||||
|
|||||
|
Libraries
Use these libraries to find Boundary Detection models and implementationsDatasets
Kinetics
NYUv2
Kinetics 400
PASCAL Context
SoccerNet-v2
UruDendro
CaFFe
Oxford Road Boundaries
Latest papers
Tiny and Efficient Model for the Edge Detection Generalization
xavysp/teed
•
•
Operations such as edge detection, image enhancement, and super-resolution, provide the foundations for higher level image analysis.
Towards Automatic Boundary Detection for Human-AI Collaborative Hybrid Essay in Education
douglashiwo/boundarydetection
•
•
Then we proposed a two-step approach where we (1) separated AI-generated content from human-written content during the encoder training process; and (2) calculated the distances between every two adjacent prototypes and assumed that the boundaries exist between the two adjacent prototypes that have the furthest distance from each other.
MAE-GEBD:Winning the CVPR'2023 LOVEU-GEBD Challenge
contentandmaterialportrait/mae-gebd
•
•
The Generic Event Boundary Detection (GEBD) task aims to build a model for segmenting videos into segments by detecting general event boundaries applicable to various classes.
DMNER: Biomedical Entity Recognition by Detection and Matching
eulring/dmner
•
•
Biomedical named entity recognition (BNER) serves as the foundation for numerous biomedical text mining tasks.
CS-TRD: a Cross Sections Tree Ring Detection method
This work describes a Tree Ring Detection method for complete Cross-Sections of trees (CS-TRD).
MultiLegalSBD: A Multilingual Legal Sentence Boundary Detection Dataset
tobiasbrugger/multilegalsbd
•
•
Sentence Boundary Detection (SBD) is one of the foundational building blocks of Natural Language Processing (NLP), with incorrectly split sentences heavily influencing the output quality of downstream tasks.
Rethinking Boundary Detection in Deep Learning Models for Medical Image Segmentation
xiaofang007/cto
•
•
Medical image segmentation is a fundamental task in the community of medical image analysis.
Boosting Semantic Segmentation with Semantic Boundaries
haruishi43/boundary_boost_mmseg
•
•
Motivated by the recent development in improving semantic segmentation by incorporating boundaries as auxiliary tasks, we propose a multi-task framework that uses semantic boundary detection (SBD) as an auxiliary task.
AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detection
wentaozhu/AutoShot
•
•
Submitted to ICLR 2022
For video content creation and understanding, the shot boundary detection (SBD) is one of the most essential components in various scenarios.
Generic Event Boundary Detection in Video with Pyramid Features
th2l/GEBD-PyramidFeatureSimilarity
•
•
In this study, we present an approach that considers the correlation between neighbor frames with pyramid feature maps in both spatial and temporal dimensions to construct a framework for localizing generic events in video.
