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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 71–80 of 359 papers

Title	Date	Tasks	Status	Hype
Dense Prediction with Attentive Feature Aggregation	Nov 1, 2021	Boundary DetectionPrediction	—Unverified	0
Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation	Dec 9, 2024	Active LearningBoundary Detection	—Unverified	0
A Holistic Approach to Bilingual Sentence Fragment Extraction from Comparable Corpora	May 1, 2012	Boundary DetectionMachine Translation	—Unverified	0
BIT's system for the AutoSimTrans 2020	Jul 1, 2020	Boundary DetectionMachine Translation	—Unverified	0
Deep Motion Boundary Detection	Apr 13, 2018	Boundary DetectionOptical Flow Estimation	—Unverified	0
Design and Implementation of an OCR-Powered Pipeline for Table Extraction from Invoices	Jul 9, 2025	Boundary DetectionOptical Character Recognition (OCR)	—Unverified	0
A Context-Enhanced De-identification System	Feb 17, 2021	Boundary DetectionDe-identification	—Unverified	0
Deep Multicameral Decoding for Localizing Unoccluded Object Instances from a Single RGB Image	Jun 18, 2019	Boundary DetectionDecoder	—Unverified	0
Adversarial Examples for Edge Detection: They Exist, and They Transfer	Jun 2, 2019	Boundary DetectionEdge Detection	—Unverified	0
Beyond χ^2 Difference: Learning Optimal Metric for Boundary Detection	Jun 4, 2014	Boundary Detection	—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