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 126–150 of 359 papers

TitleStatusHype
UBoCo : Unsupervised Boundary Contrastive Learning for Generic Event Boundary Detection—0
Learning to Detect Instance-level Salient Objects Using Complementary Image Labels—0
CONJR: Conjunctive Sentence Splitter without Parsing—0
csBoundary: City-scale Road-boundary Detection in Aerial Images for High-definition Maps—0
Dense Prediction with Attentive Feature Aggregation—0
The magnitude vector of imagesCode0
Boundary Guided Context Aggregation for Semantic SegmentationCode1
Unsupervised Shot Boundary Detection for Temporal Segmentation of Long Capsule Endoscopy Videos—0
Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event DetectionCode1
Unsupervised Speech Segmentation and Variable Rate Representation Learning using Segmental Contrastive Predictive Coding—0
CoSeg: Cognitively Inspired Unsupervised Generic Event SegmentationCode0
An Open-Source Dataset and A Multi-Task Model for Malay Named Entity Recognition—0
Shot boundary detection method based on a new extensive dataset and mixed features—0
An Underwater Image Semantic Segmentation Method Focusing on Boundaries and a Real Underwater Scene Semantic Segmentation DatasetCode0
Attention-based fusion of semantic boundary and non-boundary information to improve semantic segmentation—0
Operational Learning-based Boundary Estimation in Electromagnetic Medical Imaging—0
VUS at IWSLT 2021: A Finetuned Pipeline for Offline Speech Translation—0
Boundary Detection with BERT for Span-level Emotion Cause Analysis—0
Enhancing Entity Boundary Detection for Better Chinese Named Entity RecognitionCode1
Modularized Interaction Network for Named Entity Recognition—0
HITSZ-HLT at SemEval-2021 Task 5: Ensemble Sequence Labeling and Span Boundary Detection for Toxic Span Detection—0
Weakly Supervised Named Entity Tagging with Learnable Logical RulesCode1
StableEmit: Selection Probability Discount for Reducing Emission Latency of Streaming Monotonic Attention ASR—0
Generic Event Boundary Detection Challenge at CVPR 2021 Technical Report: Cascaded Temporal Attention Network (CASTANET)Code0
TableSense: Spreadsheet Table Detection with Convolutional Neural NetworksCode1
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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