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 251–275 of 359 papers

TitleStatusHype
Analyzing Impact, Trend, and Diffusion of Knowledge associated with Neoplasms Research—0
A Non-Anatomical Graph Structure for isolated hand gesture separation in continuous gesture sequences—0
An Open-Source Dataset and A Multi-Task Model for Malay Named Entity Recognition—0
A Novel Approach for Shot Boundary Detection in Videos—0
An unsupervised segmentation of vocal breath sounds—0
A Pairwise Probe for Understanding BERT Fine-Tuning on Machine Reading Comprehension—0
A Practical Framework for ROI Detection in Medical Images -- a case study for hip detection in anteroposterior pelvic radiographs—0
A rule based approach for automatic clause boundary detection and classification in Hindi—0
A Transformer Model for Boundary Detection in Continuous Sign Language—0
Attention-based fusion of semantic boundary and non-boundary information to improve semantic segmentation—0
Automated Grain Boundary (GB) Segmentation and Microstructural Analysis in 347H Stainless Steel Using Deep Learning and Multimodal Microscopy—0
Automated image segmentation for detecting cell spreading for metastasizing assessments of cancer development—0
Automatic Cadastral Boundary Detection of Very High Resolution Images Using Mask R-CNN—0
Automatic construction of complex features in Conditional Random Fields for Named Entities Recognition—0
Automatic lesion boundary detection in dermoscopy—0
Automatic recognition of element classes and boundaries in the birdsong with variable sequences—0
Automatic Removal of Marginal Annotations in Printed Text Document—0
A Word Labeling Approach to Thai Sentence Boundary Detection and POS Tagging—0
Bayesian Model Selection Approach to Boundary Detection with Non-Local Priors—0
B-BACN: Bayesian Boundary-Aware Convolutional Network for Crack Characterization—0
Beyond χ^2 Difference: Learning Optimal Metric for Boundary Detection—0
Deep Multicameral Decoding for Localizing Unoccluded Object Instances from a Single RGB Image—0
BIT's system for the AutoSimTrans 2020—0
Boundary Detection Algorithm Inspired by Locally Linear Embedding—0
Boundary Detection Benchmarking: Beyond F-Measures—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