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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 321–330 of 359 papers

Title	Date	Tasks	Status	Hype	Score
Exploring the steps of Verb Phrase Ellipsis	Jun 1, 2016	Boundary DetectionCoreference Resolution	—Unverified	0	0
Fast 2D Border Ownership Assignment	Jun 1, 2015	Boundary Detection	—Unverified	0	0
Fast and Unsupervised Action Boundary Detection for Action Segmentation	Jan 1, 2022	Action SegmentationBoundary Detection	—Unverified	0	0
Fine-grained Dynamic Network for Generic Event Boundary Detection	Jul 5, 2024	Boundary DetectionGeneric Event Boundary Detection	—Unverified	0	0
FinSBD-2020: The 2nd Shared Task on Sentence Boundary Detection in Unstructured Text in the Financial Domain	Jan 1, 2020	Boundary DetectionSentence	—Unverified	0	0
Flat Multi-modal Interaction Transformer for Named Entity Recognition	Aug 23, 2022	Boundary DetectionMulti-modal Named Entity Recognition	—Unverified	0	0
Foundations and Evaluations in NLP	Apr 2, 2025	Boundary DetectionDependency Parsing	—Unverified	0	0
From Active Contours to Minimal Geodesic Paths: New Solutions to Active Contours Problems by Eikonal Equations	Jul 23, 2019	Boundary DetectionImage Segmentation	—Unverified	0	0
Geodesic Paths for Image Segmentation with Implicit Region-based Homogeneity Enhancement	Aug 16, 2020	Boundary DetectionImage Segmentation	—Unverified	0	0
A Divide-and-Conquer Approach to Geometric Sampling for Active Learning	May 31, 2018	Active LearningBoundary Detection	—Unverified	0	0

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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