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 51100 of 359 papers

TitleStatusHype
Topo-boundary: A Benchmark Dataset on Topological Road-boundary Detection Using Aerial Images for Autonomous DrivingCode1
Rethinking the Architecture Design for Efficient Generic Event Boundary DetectionCode1
TransNet: A deep network for fast detection of common shot transitionsCode1
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology imagesCode1
Scribble-based Weakly Supervised Deep Learning for Road Surface Extraction from Remote Sensing ImagesCode1
WPU-Net: Boundary Learning by Using Weighted Propagation in Convolution NetworkCode1
Clustering Based on Graph of Density TopologyCode1
Boundary-assisted Region Proposal Networks for Nucleus SegmentationCode1
MAE-GEBD:Winning the CVPR'2023 LOVEU-GEBD ChallengeCode1
Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event DetectionCode1
Self-Supervised Contrastive Learning for Unsupervised Phoneme SegmentationCode1
SoccerNet-v2: A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer VideosCode1
Enhancing Entity Boundary Detection for Better Chinese Named Entity RecognitionCode1
Boundary Guided Context Aggregation for Semantic SegmentationCode1
Sequence Labeling Approach to the Task of Sentence Boundary DetectionCode0
Boundary Detection and Categorization of Argument Aspects via Supervised LearningCode0
SC-Transformer++: Structured Context Transformer for Generic Event Boundary DetectionCode0
Boosting Semantic Segmentation with Semantic BoundariesCode0
An Underwater Image Semantic Segmentation Method Focusing on Boundaries and a Real Underwater Scene Semantic Segmentation DatasetCode0
Boosting Camouflaged Object Detection with Dual-Task Interactive TransformerCode0
Antarlekhaka: A Comprehensive Tool for Multi-task Natural Language AnnotationCode0
Ridiculously Fast Shot Boundary Detection with Fully Convolutional Neural NetworksCode0
Submission to Generic Event Boundary Detection Challenge@CVPR 2022: Local Context Modeling and Global Boundary Decoding ApproachCode0
DMNER: Biomedical Entity Recognition by Detection and MatchingCode0
A novel automatic shot boundary detection algorithm: robust to illumination and motion effectCode0
Rethinking Boundaries: End-To-End Recognition of Discontinuous Mentions with Pointer NetworksCode0
Agricultural Field Boundary Detection through Integration of "Simple Non-Iterative Clustering (SNIC) Super Pixels" and "Canny Edge Detection Method"Code0
BAISeg: Boundary Assisted Weakly Supervised Instance SegmentationCode0
Recurrent Pixel Embedding for Instance GroupingCode0
Back to Supervision: Boosting Word Boundary Detection through Frame ClassificationCode0
DeepPavlov at SemEval-2024 Task 8: Leveraging Transfer Learning for Detecting Boundaries of Machine-Generated TextsCode0
A Brief Analysis of the Iterative Next Boundary Detection Network for Tree Rings Delineation in Images of Pinus taedaCode0
Recursive Training of 2D-3D Convolutional Networks for Neuronal Boundary DetectionCode0
Rethinking the Value of Gazetteer in Chinese Named Entity RecognitionCode0
Neuro-inspired edge feature fusion using Choquet integralsCode0
Named Entity Recognition in Swedish Health Records with Character-Based Deep Bidirectional LSTMsCode0
OTAS: Unsupervised Boundary Detection for Object-Centric Temporal Action SegmentationCode0
Motion Aware Self-Supervision for Generic Event Boundary DetectionCode0
CT-Bound: Robust Boundary Detection From Noisy Images Via Hybrid Convolution and Transformer Neural NetworksCode0
CS-TRD: a Cross Sections Tree Ring Detection methodCode0
MultiLegalSBD: A Multilingual Legal Sentence Boundary Detection DatasetCode0
CoSeg: Cognitively Inspired Unsupervised Generic Event SegmentationCode0
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image SegmentationCode0
Convolutional Oriented Boundaries: From Image Segmentation to High-Level TasksCode0
Learning structure-aware semantic segmentation with image-level supervisionCode0
JiTTER: Jigsaw Temporal Transformer for Event Reconstruction for Self-Supervised Sound Event DetectionCode0
Deep Voice: Real-time Neural Text-to-SpeechCode0
Joint RNN Model for Argument Component Boundary DetectionCode0
A Unified Query-based Paradigm for Camouflaged Instance SegmentationCode0
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