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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 211–220 of 359 papers

Title	Date	Tasks	Status	Hype
Shot Contrastive Self-Supervised Learning for Scene Boundary Detection	Apr 28, 2021	Boundary DetectionContrastive Learning	—Unverified	0
Simple and Accountable Segmentation of Marked-up Text	May 1, 2013	Boundary Detection	—Unverified	0
Simultaneous Sentence Boundary Detection and Alignment with Pivot-based Machine Translation Generated Lexicons	May 1, 2016	Boundary DetectionMachine Translation	—Unverified	0
Situational Object Boundary Detection	Apr 24, 2015	Boundary DetectionContour Detection	—Unverified	0
Skin cancer reorganization and classification with deep neural network	Mar 1, 2017	Boundary DetectionClassification	—Unverified	0
StableEmit: Selection Probability Discount for Reducing Emission Latency of Streaming Monotonic Attention ASR	Jul 1, 2021	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Structured Context Transformer for Generic Event Boundary Detection	Jun 7, 2022	Boundary DetectionGeneric Event Boundary Detection	—Unverified	0
Syntax-based Simultaneous Translation through Prediction of Unseen Syntactic Constituents	Jul 1, 2015	Boundary DetectionMachine Translation	—Unverified	0
Temporal2Seq: A Unified Framework for Temporal Video Understanding Tasks	Sep 27, 2024	Action DetectionAction Segmentation	—Unverified	0
Temporal Perceiver: A General Architecture for Arbitrary Boundary Detection	Mar 1, 2022	AvgBoundary 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