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 176–200 of 359 papers

TitleStatusHype
CMB AI Lab at SemEval-2022 Task 11: A Two-Stage Approach for Complex Named Entity Recognition via Span Boundary Detection and Span Classification—0
Combining Global Models for Parsing Universal Dependencies—0
Comparative Analysis of Deep Learning Architectures for Breast Region Segmentation with a Novel Breast Boundary Proposal—0
Composite Learning for Robust and Effective Dense Predictions—0
CONJR: Conjunctive Sentence Splitter without Parsing—0
Continual Learning with Fully Probabilistic Models—0
Contour Detection and Characterization for Asynchronous Event Sensors—0
Controlling Utterance Length in NMT-based Word Segmentation with Attention—0
Convolutional nets for reconstructing neural circuits from brain images acquired by serial section electron microscopy—0
Coordination Boundary Identification with Similarity and Replaceability—0
Coronary Wall Segmentation in CCTA Scans via a Hybrid Net with Contours Regularization—0
csBoundary: City-scale Road-boundary Detection in Aerial Images for High-definition Maps—0
Dealing with negative samples with multi-task learning on span-based joint entity-relation extraction—0
DeCo: Decomposition and Reconstruction for Compositional Temporal Grounding via Coarse-To-Fine Contrastive Ranking—0
Deep learning architectures for automated image segmentation—0
Deep Motion Boundary Detection—0
Dense Prediction with Attentive Feature Aggregation—0
Design and Implementation of an OCR-Powered Pipeline for Table Extraction from Invoices—0
Revisiting Arabic Semantic Role Labeling using SVM Kernel Methods—0
RKadiyala at SemEval-2024 Task 8: Black-Box Word-Level Text Boundary Detection in Partially Machine Generated Texts—0
Road Boundary Detection Using 4D mmWave Radar for Autonomous Driving—0
Robust clause boundary identification for corpus annotation—0
RTF: Region-based Table Filling Method for Relational Triple Extraction—0
SAMST: A Transformer framework based on SAM pseudo label filtering for remote sensing semi-supervised semantic segmentation—0
Segment Boundary Detection via Class Entropy Measurements in Connectionist Phoneme Recognition—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