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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 131–140 of 359 papers

Title	Date	Tasks	Status	Hype	Score
A Pairwise Probe for Understanding BERT Fine-Tuning on Machine Reading Comprehension	Jun 2, 2020	Boundary Detectioncoreference-resolution	—Unverified	0	0
Enhancing Answer Boundary Detection for Multilingual Machine Reading Comprehension	Apr 29, 2020	Boundary DetectionMachine Reading Comprehension	—Unverified	0	0
English-French Document Alignment Based on Keywords and Statistical Translation	Aug 1, 2016	Boundary DetectionKeyword Extraction	—Unverified	0	0
Boundary Detection Algorithm Inspired by Locally Linear Embedding	Jun 26, 2024	Boundary Detection	—Unverified	0	0
An unsupervised segmentation of vocal breath sounds	Apr 7, 2023	Boundary Detection	—Unverified	0	0
aiai at FinSBD task: Sentence Boundary Detection in Noisy Texts From Financial Documents Using Deep Attention Model	Aug 1, 2019	Boundary DetectionDeep Attention	—Unverified	0	0
End-to-End Compressed Video Representation Learning for Generic Event Boundary Detection	Mar 29, 2022	Boundary DetectionGeneric Event Boundary Detection	—Unverified	0	0
Elephant: Sequence Labeling for Word and Sentence Segmentation	Oct 1, 2013	Boundary DetectionFeature Engineering	—Unverified	0	0
A Region-based Randers Geodesic Approach for Image Segmentation	Dec 20, 2019	Boundary DetectionImage Segmentation	—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