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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 91–100 of 359 papers

Title	Date	Tasks	Status	Hype
End-to-End Compressed Video Representation Learning for Generic Event Boundary Detection	Mar 29, 2022	Boundary DetectionGeneric Event Boundary Detection	—Unverified	0
EtC: Temporal Boundary Expand then Clarify for Weakly Supervised Video Grounding with Multimodal Large Language Model	Dec 5, 2023	Boundary DetectionLanguage Modeling	—Unverified	0
Deep Motion Boundary Detection	Apr 13, 2018	Boundary DetectionOptical Flow Estimation	—Unverified	0
Deep learning architectures for automated image segmentation	Sep 19, 2019	Boundary DetectionDecoder	—Unverified	0
DeCo: Decomposition and Reconstruction for Compositional Temporal Grounding via Coarse-To-Fine Contrastive Ranking	Jan 1, 2023	Boundary DetectionSentence	—Unverified	0
A Word Labeling Approach to Thai Sentence Boundary Detection and POS Tagging	Dec 1, 2016	Boundary DetectionMachine Translation	—Unverified	0
A Non-Anatomical Graph Structure for isolated hand gesture separation in continuous gesture sequences	Jul 15, 2022	Boundary DetectionGesture Recognition	—Unverified	0
Automatic Removal of Marginal Annotations in Printed Text Document	Aug 9, 2014	Boundary Detection	—Unverified	0
Dense Prediction with Attentive Feature Aggregation	Nov 1, 2021	Boundary DetectionPrediction	—Unverified	0
Dealing with negative samples with multi-task learning on span-based joint entity-relation extraction	Sep 18, 2023	Boundary DetectionMulti-Task Learning	—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