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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 301–310 of 359 papers

Title	Date	Tasks	Status	Hype	Score
Detection of surface defects on ceramic tiles based on morphological techniques	Jul 21, 2016	Boundary Detection	—Unverified	0	0
Developing a large semantically annotated corpus	May 1, 2012	Boundary DetectionPart-Of-Speech Tagging	—Unverified	0	0
Developing and Analyzing Boundary Detection Operators Using Probabilistic Models	Mar 27, 2013	Boundary Detection	—Unverified	0	0
Discerning Generic Event Boundaries in Long-Form Wild Videos	Jun 18, 2021	Boundary DetectionForm	—Unverified	0	0
Domain Boundary Detection in Hi-C Maps: A Probabilistic Graphical Model Approach	Sep 20, 2019	Boundary Detection	—Unverified	0	0
Dynamic Sentence Boundary Detection for Simultaneous Translation	Jul 1, 2020	Boundary DetectionMulti-class Classification	—Unverified	0	0
DynOcc: Learning Single-View Depth from Dynamic Occlusion Cues	Mar 30, 2021	3D ReconstructionAutonomous Driving	—Unverified	0	0
Efficient Color Boundary Detection with Color-Opponent Mechanisms	Jun 1, 2013	Boundary Detection	—Unverified	0	0
Efficient Exact Inference in Planar Ising Models	Dec 1, 2008	Boundary Detectionparameter estimation	—Unverified	0	0
Efficient Polyp Segmentation Via Integrity Learning	Sep 15, 2023	Boundary DetectionComputational Efficiency	—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