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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
Fast 2D Border Ownership Assignment	Jun 1, 2015	Boundary Detection	—Unverified	0
Learning to Detect Motion Boundaries	Jun 1, 2015	Boundary DetectionOptical Flow Estimation	—Unverified	0
Prosodic boundary information helps unsupervised word segmentation	May 1, 2015	Boundary DetectionLanguage Acquisition	—Unverified	0
Situational Object Boundary Detection	Apr 24, 2015	Boundary DetectionContour Detection	—Unverified	0
Holistically-Nested Edge Detection	Apr 24, 2015	Boundary DetectionEdge Detection	CodeCode Available	0
High-for-Low and Low-for-High: Efficient Boundary Detection from Deep Object Features and its Applications to High-Level Vision	Apr 23, 2015	Boundary DetectionObject	—Unverified	0
Oriented Edge Forests for Boundary Detection	Dec 13, 2014	Boundary DetectionClustering	—Unverified	0
Automatic Removal of Marginal Annotations in Printed Text Document	Aug 9, 2014	Boundary Detection	—Unverified	0
Why Implementation Matters: Evaluation of an Open-source Constraint Grammar Parser	Aug 1, 2014	Boundary DetectionMachine Translation	—Unverified	0
A rule based approach for automatic clause boundary detection and classification in Hindi	Aug 1, 2014	Boundary DetectionGeneral Classification	—Unverified	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