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 301–325 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
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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