SOTAVerified

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 AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 101–125 of 359 papers

TitleStatusHype
Design and Implementation of an OCR-Powered Pipeline for Table Extraction from Invoices—0
Detecting Sentence Boundaries in Sanskrit Texts—0
D\'etection automatique de phrases en domaine de sp\'ecialit\'e en fran (Sentence boundary detection for specialized domains in French )—0
Detection of surface defects on ceramic tiles based on morphological techniques—0
Developing a large semantically annotated corpus—0
Developing and Analyzing Boundary Detection Operators Using Probabilistic Models—0
DeCo: Decomposition and Reconstruction for Compositional Temporal Grounding via Coarse-To-Fine Contrastive Ranking—0
Domain Boundary Detection in Hi-C Maps: A Probabilistic Graphical Model Approach—0
A Context-Enhanced De-identification System—0
Dynamic Sentence Boundary Detection for Simultaneous Translation—0
Automatic Removal of Marginal Annotations in Printed Text Document—0
BIT's system for the AutoSimTrans 2020—0
Efficient Color Boundary Detection with Color-Opponent Mechanisms—0
Efficient Exact Inference in Planar Ising Models—0
Efficient Polyp Segmentation Via Integrity Learning—0
A Region-based Randers Geodesic Approach for Image Segmentation—0
Dealing with negative samples with multi-task learning on span-based joint entity-relation extraction—0
End-to-End Compressed Video Representation Learning for Generic Event Boundary Detection—0
English-French Document Alignment Based on Keywords and Statistical Translation—0
Enhancing Answer Boundary Detection for Multilingual Machine Reading Comprehension—0
Automatic recognition of element classes and boundaries in the birdsong with variable sequences—0
Analyzing Impact, Trend, and Diffusion of Knowledge associated with Neoplasms Research—0
Entity Extraction in Biomedical Corpora: An Approach to Evaluate Word Embedding Features with PSO based Feature Selection—0
Boundary Detection Benchmarking: Beyond F-Measures—0
csBoundary: City-scale Road-boundary Detection in Aerial Images for High-definition Maps—0
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All datasetsRoFTRoFT-chatgptCoAuthorNYU-Depth V2TriBERT (in-domain)UruDendroKinetics 400PASCAL Context

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)Accuracy (%)64.63—Unverified
2RoBERTa + SEPAccuracy (%)49.64—Unverified
3PHD + TS MLAccuracy (%)23.5—Unverified
4TLE + TS BinaryAccuracy (%)12.58—Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)Accuracy (%)67.65—Unverified
2RoBERTa + SEPAccuracy (%)54.61—Unverified
3TLE + TS BinaryAccuracy (%)20.02—Unverified
4PHD + TS MLAccuracy (%)17.29—Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B-v0.3)Cohen’s Kappa score0.42—Unverified
2DeBERTa-v3 (Naive)Cohen’s Kappa score0.4—Unverified
3GigaCheck (DN-DAB-DETR)Cohen’s Kappa score0.19—Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTodsF78.1—Unverified
2PGT (Swin-S)odsF78.04—Unverified
3PGT (Swin-T)odsF77.05—Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)F1@30.65—Unverified
2TriBERT (p=2)F1@30.58—Unverified
#ModelMetricClaimedVerifiedStatus
1CS-TRDAverage Precision0.94—Unverified
2INBDAverage Precision0.75—Unverified
#ModelMetricClaimedVerifiedStatus
1CASTANET+ EnsemblePairwise F10.81—Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTodsF73—Unverified