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 301–350 of 359 papers

TitleStatusHype
Point-wise mutual information-based video segmentation with high temporal consistency—0
Exploring the steps of Verb Phrase Ellipsis—0
Occlusion Boundary Detection via Deep Exploration of Context—0
Dense Volume-to-Volume Vascular Boundary DetectionCode0
Simultaneous Sentence Boundary Detection and Alignment with Pivot-based Machine Translation Generated Lexicons—0
A Comparative Study of Minimally Supervised Morphological Segmentation—0
Automatic recognition of element classes and boundaries in the birdsong with variable sequences—0
LIBSVX: A Supervoxel Library and Benchmark for Early Video Processing—0
Contour Detection and Characterization for Asynchronous Event Sensors—0
Recursive Training of 2D-3D Convolutional Networks for Neuronal Boundary Prediction—0
Sentence Boundary Detection for Social Media Text—0
PASCAL Boundaries: A Class-Agnostic Semantic Boundary Dataset—0
Weakly Supervised Object Boundaries—0
Pushing the Boundaries of Boundary Detection using Deep Learning—0
Semantic Segmentation with Boundary Neural Fields—0
Multiresolution hierarchy co-clustering for semantic segmentation in sequences with small variations—0
Automatic construction of complex features in Conditional Random Fields for Named Entities Recognition—0
Recursive Training of 2D-3D Convolutional Networks for Neuronal Boundary DetectionCode0
Syntax-based Simultaneous Translation through Prediction of Unseen Syntactic Constituents—0
KeLP: a Kernel-based Learning Platform for Natural Language Processing—0
Learning to Detect Motion Boundaries—0
Fast 2D Border Ownership Assignment—0
Prosodic boundary information helps unsupervised word segmentation—0
Situational Object Boundary Detection—0
Holistically-Nested Edge DetectionCode0
High-for-Low and Low-for-High: Efficient Boundary Detection from Deep Object Features and its Applications to High-Level Vision—0
Oriented Edge Forests for Boundary Detection—0
Automatic Removal of Marginal Annotations in Printed Text Document—0
A rule based approach for automatic clause boundary detection and classification in Hindi—0
Why Implementation Matters: Evaluation of an Open-source Constraint Grammar Parser—0
Beyond χ^2 Difference: Learning Optimal Metric for Boundary Detection—0
Normalizing tweets with edit scripts and recurrent neural embeddings—0
The Development of Dutch and Afrikaans Language Resources for Compound Boundary Analysis.—0
UM-Corpus: A Large English-Chinese Parallel Corpus for Statistical Machine Translation—0
The Slovak Categorized News Corpus—0
The SETimes.HR Linguistically Annotated Corpus of Croatian—0
PADS Restoration and Its Importance in Reading Comprehension and Meaning Representation—0
Elephant: Sequence Labeling for Word and Sentence Segmentation—0
Why is English so easy to segment?—0
Multilingual Summarization: Dimensionality Reduction and a Step Towards Optimal Term Coverage—0
Performance and limitations of the linguistically motivated Cocoa/Peaberry system in a broad biological domain.—0
Perceptual Organization and Recognition of Indoor Scenes from RGB-D Images—0
Measuring the Structural Importance through Rhetorical Structure Index—0
Boundary Detection Benchmarking: Beyond F-Measures—0
Efficient Color Boundary Detection with Color-Opponent Mechanisms—0
Winding Number for Region-Boundary Consistent Salient Contour Extraction—0
Simple and Accountable Segmentation of Marked-up Text—0
Developing and Analyzing Boundary Detection Operators Using Probabilistic Models—0
Sentence Boundary Detection: A Long Solved Problem?—0
Morpheme Segmentation for Kannada Standing on the Shoulder of Giants—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