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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 271–280 of 359 papers

Title	Date	Tasks	Status	Hype
Normalizing tweets with edit scripts and recurrent neural embeddings	Jun 1, 2014	Boundary DetectionLanguage Modelling	—Unverified	0
NUIG at the FinSBD Task: Sentence Boundary Detection for Noisy Financial PDFs in English and French	Aug 1, 2019	Boundary DetectionSentence	—Unverified	0
Object Boundary Detection and Classification with Image-level Labels	Jun 29, 2016	Boundary DetectionClassification	—Unverified	0
Occlusion Boundary Detection via Deep Exploration of Context	Jun 1, 2016	Boundary DetectionObject Recognition	—Unverified	0
On-Device detection of sentence completion for voice assistants with low-memory footprint	Dec 1, 2020	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
On the Integration of Acoustics and LiDAR: a Multi-Modal Approach to Acoustic Reflector Estimation	Jun 8, 2022	Boundary Detection	—Unverified	0
Open-World Skill Discovery from Unsegmented Demonstrations	Mar 11, 2025	Boundary DetectionEvent Segmentation	—Unverified	0
Operational Learning-based Boundary Estimation in Electromagnetic Medical Imaging	Aug 4, 2021	Boundary Detection	—Unverified	0
Oriented Edge Forests for Boundary Detection	Dec 13, 2014	Boundary DetectionClustering	—Unverified	0
PADS Restoration and Its Importance in Reading Comprehension and Meaning Representation	Nov 1, 2013	Boundary DetectionReading Comprehension	—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