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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 141–150 of 359 papers

Title	Date	Tasks	Status	Hype	Score
Efficient Exact Inference in Planar Ising Models	Dec 1, 2008	Boundary Detectionparameter estimation	—Unverified	0	0
Efficient Color Boundary Detection with Color-Opponent Mechanisms	Jun 1, 2013	Boundary Detection	—Unverified	0	0
DynOcc: Learning Single-View Depth from Dynamic Occlusion Cues	Mar 30, 2021	3D ReconstructionAutonomous Driving	—Unverified	0	0
BIT's system for the AutoSimTrans 2020	Jul 1, 2020	Boundary DetectionMachine Translation	—Unverified	0	0
A Holistic Approach to Bilingual Sentence Fragment Extraction from Comparable Corpora	May 1, 2012	Boundary DetectionMachine Translation	—Unverified	0	0
Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation	Dec 9, 2024	Active LearningBoundary Detection	—Unverified	0	0
Dynamic Sentence Boundary Detection for Simultaneous Translation	Jul 1, 2020	Boundary DetectionMulti-class Classification	—Unverified	0	0
Domain Boundary Detection in Hi-C Maps: A Probabilistic Graphical Model Approach	Sep 20, 2019	Boundary Detection	—Unverified	0	0
Discerning Generic Event Boundaries in Long-Form Wild Videos	Jun 18, 2021	Boundary DetectionForm	—Unverified	0	0
Deep Multicameral Decoding for Localizing Unoccluded Object Instances from a Single RGB Image	Jun 18, 2019	Boundary DetectionDecoder	—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