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 201–225 of 359 papers

TitleStatusHype
Self-Route: Automatic Mode Switching via Capability Estimation for Efficient Reasoning—0
Semantic-guided Encoder Feature Learning for Blurry Boundary Delineation—0
Semantic Segmentation from Limited Training Data—0
Semantic Segmentation with Boundary Neural Fields—0
Sentence Boundary Detection: A Long Solved Problem?—0
Sentence Boundary Detection for French with Subword-Level Information Vectors and Convolutional Neural Networks—0
Sentence Boundary Detection for Social Media Text—0
Sentence Boundary Detection in Legal Text—0
Sentence Boundary Detection on Line Breaks in Japanese—0
Shot boundary detection method based on a new extensive dataset and mixed features—0
Shot Contrastive Self-Supervised Learning for Scene Boundary Detection—0
Simple and Accountable Segmentation of Marked-up Text—0
Simultaneous Sentence Boundary Detection and Alignment with Pivot-based Machine Translation Generated Lexicons—0
Situational Object Boundary Detection—0
Skin cancer reorganization and classification with deep neural network—0
StableEmit: Selection Probability Discount for Reducing Emission Latency of Streaming Monotonic Attention ASR—0
Structured Context Transformer for Generic Event Boundary Detection—0
Syntax-based Simultaneous Translation through Prediction of Unseen Syntactic Constituents—0
Temporal2Seq: A Unified Framework for Temporal Video Understanding Tasks—0
Temporal Perceiver: A General Architecture for Arbitrary Boundary Detection—0
Test-Time Code-Switching for Cross-lingual Aspect Sentiment Triplet Extraction—0
The Development of Dutch and Afrikaans Language Resources for Compound Boundary Analysis.—0
The DKU-DUKEECE System for the Manipulation Region Location Task of ADD 2023—0
The FinSBD-2019 Shared Task: Sentence Boundary Detection in PDF Noisy Text in the Financial Domain—0
The Oxford Road Boundaries Dataset—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