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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 61–70 of 359 papers

Title	Date	Tasks	Status	Hype
WPU-Net: Boundary Learning by Using Weighted Propagation in Convolution Network	May 22, 2019	Boundary DetectionObject Tracking	CodeCode Available	1
Pixel-wise Attentional Gating for Parsimonious Pixel Labeling	May 3, 2018	Boundary DetectionSemantic Segmentation	CodeCode Available	1
Capturing Logical Structure of Visually Structured Documents with Multimodal Transition Parser	May 1, 2021	Boundary Detection	CodeCode Available	1
Boundary Guided Context Aggregation for Semantic Segmentation	Oct 27, 2021	Boundary DetectionSemantic Segmentation	CodeCode Available	1
Boundary Detection with BERT for Span-level Emotion Cause Analysis	Aug 1, 2021	Boundary Detection	—Unverified	0
Boundary Detection Benchmarking: Beyond F-Measures	Jun 1, 2013	BenchmarkingBoundary Detection	—Unverified	0
A Pairwise Probe for Understanding BERT Fine-Tuning on Machine Reading Comprehension	Jun 2, 2020	Boundary Detectioncoreference-resolution	—Unverified	0
An unsupervised segmentation of vocal breath sounds	Apr 7, 2023	Boundary Detection	—Unverified	0
Boundary Detection Algorithm Inspired by Locally Linear Embedding	Jun 26, 2024	Boundary Detection	—Unverified	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

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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