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

Showing 301325 of 359 papers

TitleStatusHype
Point-wise mutual information-based video segmentation with high temporal consistency0
Occlusion Boundary Detection via Deep Exploration of Context0
Exploring the steps of Verb Phrase Ellipsis0
Dense Volume-to-Volume Vascular Boundary DetectionCode0
Simultaneous Sentence Boundary Detection and Alignment with Pivot-based Machine Translation Generated Lexicons0
A Comparative Study of Minimally Supervised Morphological Segmentation0
Automatic recognition of element classes and boundaries in the birdsong with variable sequences0
LIBSVX: A Supervoxel Library and Benchmark for Early Video Processing0
Sentence Boundary Detection for Social Media Text0
Contour Detection and Characterization for Asynchronous Event Sensors0
Recursive Training of 2D-3D Convolutional Networks for Neuronal Boundary Prediction0
PASCAL Boundaries: A Class-Agnostic Semantic Boundary Dataset0
Weakly Supervised Object Boundaries0
Pushing the Boundaries of Boundary Detection using Deep Learning0
Semantic Segmentation with Boundary Neural Fields0
Multiresolution hierarchy co-clustering for semantic segmentation in sequences with small variations0
Automatic construction of complex features in Conditional Random Fields for Named Entities Recognition0
Recursive Training of 2D-3D Convolutional Networks for Neuronal Boundary DetectionCode0
KeLP: a Kernel-based Learning Platform for Natural Language Processing0
Syntax-based Simultaneous Translation through Prediction of Unseen Syntactic Constituents0
Fast 2D Border Ownership Assignment0
Learning to Detect Motion Boundaries0
Prosodic boundary information helps unsupervised word segmentation0
Situational Object Boundary Detection0
Holistically-Nested Edge DetectionCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)Accuracy (%)64.63Unverified
2RoBERTa + SEPAccuracy (%)49.64Unverified
3PHD + TS MLAccuracy (%)23.5Unverified
4TLE + TS BinaryAccuracy (%)12.58Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)Accuracy (%)67.65Unverified
2RoBERTa + SEPAccuracy (%)54.61Unverified
3TLE + TS BinaryAccuracy (%)20.02Unverified
4PHD + TS MLAccuracy (%)17.29Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B-v0.3)Cohen’s Kappa score0.42Unverified
2DeBERTa-v3 (Naive)Cohen’s Kappa score0.4Unverified
3GigaCheck (DN-DAB-DETR)Cohen’s Kappa score0.19Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTodsF78.1Unverified
2PGT (Swin-S)odsF78.04Unverified
3PGT (Swin-T)odsF77.05Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)F1@30.65Unverified
2TriBERT (p=2)F1@30.58Unverified
#ModelMetricClaimedVerifiedStatus
1CS-TRDAverage Precision0.94Unverified
2INBDAverage Precision0.75Unverified
#ModelMetricClaimedVerifiedStatus
1CASTANET+ EnsemblePairwise F10.81Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTodsF73Unverified