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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 81–90 of 359 papers

Title	Date	Tasks	Status	Hype
AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary Detection	Apr 12, 2023	Boundary DetectionNeural Architecture Search	CodeCode Available	2
An unsupervised segmentation of vocal breath sounds	Apr 7, 2023	Boundary Detection	—Unverified	0
Multi-task Transformer with Relation-attention and Type-attention for Named Entity Recognition	Mar 20, 2023	Boundary Detectionnamed-entity-recognition	—Unverified	0
B-BACN: Bayesian Boundary-Aware Convolutional Network for Crack Characterization	Feb 14, 2023	Boundary DetectionManagement	—Unverified	0
Algorithm Design for Online Meta-Learning with Task Boundary Detection	Feb 2, 2023	Boundary DetectionMeta-Learning	—Unverified	0
Generic Event Boundary Detection in Video with Pyramid Features	Jan 11, 2023	Boundary DetectionDecoder	CodeCode Available	0
Multimodal High-order Relation Transformer for Scene Boundary Detection	Jan 1, 2023	Boundary DetectionDecoder	—Unverified	0
Multi-Task Learning with Knowledge Distillation for Dense Prediction	Jan 1, 2023	Boundary DetectionDepth Estimation	—Unverified	0
DeCo: Decomposition and Reconstruction for Compositional Temporal Grounding via Coarse-To-Fine Contrastive Ranking	Jan 1, 2023	Boundary DetectionSentence	—Unverified	0
Learning to Detect Semantic Boundaries with Image-level Class Labels	Dec 15, 2022	Boundary Detectionimage-classification	—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