Boundary Detection

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 101–125 of 359 papers

Title	Date	Tasks	Status	Score
Convolutional Oriented Boundaries: From Image Segmentation to High-Level Tasks	Jan 17, 2017	Boundary DetectionContour Detection	CodeCode Available	5
Rethinking the Value of Gazetteer in Chinese Named Entity Recognition	Jul 6, 2022	Boundary DetectionChinese Named Entity Recognition	CodeCode Available	5
Motion Aware Self-Supervision for Generic Event Boundary Detection	Oct 11, 2022	Boundary DetectionGeneric Event Boundary Detection	CodeCode Available	5
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image Segmentation	Oct 14, 2024	Boundary DetectionImage Segmentation	CodeCode Available	5
Named Entity Recognition in Swedish Health Records with Character-Based Deep Bidirectional LSTMs	Dec 1, 2016	Boundary DetectionFeature Engineering	CodeCode Available	5
Recursive Training of 2D-3D Convolutional Networks for Neuronal Boundary Detection	Aug 20, 2015	3D ArchitectureBoundary Detection	CodeCode Available	5
Joint RNN Model for Argument Component Boundary Detection	May 5, 2017	Boundary DetectionFeature Engineering	CodeCode Available	5
A Unified Query-based Paradigm for Camouflaged Instance Segmentation	Aug 14, 2023	Boundary DetectionDecoder	CodeCode Available	5
DOOBNet: Deep Object Occlusion Boundary Detection from an Image	Jun 11, 2018	Boundary DetectionDecoder	CodeCode Available	5
DMNER: Biomedical Entity Recognition by Detection and Matching	Jun 27, 2023	Boundary Detectionnamed-entity-recognition	CodeCode Available	5
JiTTER: Jigsaw Temporal Transformer for Event Reconstruction for Self-Supervised Sound Event Detection	Feb 28, 2025	Boundary DetectionEvent Detection	CodeCode Available	5
Combining Geometric and Topological Information for Boundary Estimation	Oct 10, 2019	Boundary DetectionClustering	CodeCode Available	5
Boosting Camouflaged Object Detection with Dual-Task Interactive Transformer	May 21, 2022	Boundary DetectionObject	CodeCode Available	5
Towards Automatic Boundary Detection for Human-AI Collaborative Hybrid Essay in Education	Jul 23, 2023	Boundary DetectionText Detection	CodeCode Available	5
Advanced Hough-based method for on-device document localization	Jun 18, 2021	Boundary Detection	CodeCode Available	5
Holistically-Nested Edge Detection	Apr 24, 2015	Boundary DetectionEdge Detection	CodeCode Available	5
Classification With an Edge: Improving Semantic Image Segmentation with Boundary Detection	Dec 5, 2016	Boundary DetectionDecoder	CodeCode Available	5
Learning structure-aware semantic segmentation with image-level supervision	Apr 15, 2021	Boundary DetectionCommon Sense Reasoning	CodeCode Available	5
Generic Event Boundary Detection in Video with Pyramid Features	Jan 11, 2023	Boundary DetectionDecoder	CodeCode Available	5
Generic Event Boundary Detection Challenge at CVPR 2021 Technical Report: Cascaded Temporal Attention Network (CASTANET)	Jul 1, 2021	Boundary DetectionEvent Segmentation	CodeCode Available	5
Boundary Loss for Remote Sensing Imagery Semantic Segmentation	May 20, 2019	Boundary DetectionImage Segmentation	CodeCode Available	5
Flood-Filling Networks	Nov 1, 2016	Boundary DetectionClustering	CodeCode Available	5
APPD: Adaptive and Precise Pupil Boundary Detection using Entropy of Contour Gradients	Sep 19, 2017	Boundary Detection	CodeCode Available	5
Rethinking Boundaries: End-To-End Recognition of Discontinuous Mentions with Pointer Networks	May 18, 2021	Boundary DetectionDecoder	CodeCode Available	5
Zero Pixel Directional Boundary by Vector Transform	Mar 16, 2022	Boundary Detection	CodeCode Available	5

Show:10 25 50

← PrevPage 5 of 15Next →

All datasets RoFT RoFT-chatgpt CoAuthor NYU-Depth V2 TriBERT (in-domain)UruDendro Kinetics 400 PASCAL Context

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GigaCheck (DN-DAB-DETR)	Accuracy (%)	64.63	—	Unverified
2	RoBERTa + SEP	Accuracy (%)	49.64	—	Unverified
3	PHD + TS ML	Accuracy (%)	23.5	—	Unverified
4	TLE + TS Binary	Accuracy (%)	12.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GigaCheck (DN-DAB-DETR)	Accuracy (%)	67.65	—	Unverified
2	RoBERTa + SEP	Accuracy (%)	54.61	—	Unverified
3	TLE + TS Binary	Accuracy (%)	20.02	—	Unverified
4	PHD + TS ML	Accuracy (%)	17.29	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GigaCheck (Mistral-7B-v0.3)	Cohen’s Kappa score	0.42	—	Unverified
2	DeBERTa-v3 (Naive)	Cohen’s Kappa score	0.4	—	Unverified
3	GigaCheck (DN-DAB-DETR)	Cohen’s Kappa score	0.19	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InvPT	odsF	78.1	—	Unverified
2	PGT (Swin-S)	odsF	78.04	—	Unverified
3	PGT (Swin-T)	odsF	77.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GigaCheck (DN-DAB-DETR)	F1@3	0.65	—	Unverified
2	TriBERT (p=2)	F1@3	0.58	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CS-TRD	Average Precision	0.94	—	Unverified
2	INBD	Average Precision	0.75	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CASTANET+ Ensemble	Pairwise F1	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	InvPT	odsF	73	—	Unverified