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 101–125 of 359 papers

TitleStatusHype
Flat Multi-modal Interaction Transformer for Named Entity Recognition—0
Traditional methods in Edge, Corner and Boundary detection—0
A Non-Anatomical Graph Structure for isolated hand gesture separation in continuous gesture sequences—0
Rethinking the Value of Gazetteer in Chinese Named Entity RecognitionCode0
CMB AI Lab at SemEval-2022 Task 11: A Two-Stage Approach for Complex Named Entity Recognition via Span Boundary Detection and Span Classification—0
Submission to Generic Event Boundary Detection Challenge@CVPR 2022: Local Context Modeling and Global Boundary Decoding ApproachCode0
SC-Transformer++: Structured Context Transformer for Generic Event Boundary DetectionCode0
Masked Autoencoders for Generic Event Boundary Detection CVPR'2022 Kinetics-GEBD ChallengeCode1
On the Integration of Acoustics and LiDAR: a Multi-Modal Approach to Acoustic Reflector Estimation—0
Structured Context Transformer for Generic Event Boundary Detection—0
GREYC@FinTOC-2022: Handling Document Layout and Structure in Native PDF Bundle of Documents—0
To catch a chorus, verse, intro, or anything else: Analyzing a song with structural functions—0
Boosting Camouflaged Object Detection with Dual-Task Interactive TransformerCode0
Federated Learning Enables Big Data for Rare Cancer Boundary DetectionCode1
End-to-End Compressed Video Representation Learning for Generic Event Boundary Detection—0
Movie Genre Classification by Language Augmentation and Shot SamplingCode0
Zero Pixel Directional Boundary by Vector TransformCode0
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene UnderstandingCode2
Temporal Perceiver: A General Architecture for Arbitrary Boundary Detection—0
Transformer and CNN Hybrid Deep Neural Network for Semantic Segmentation of Very-High-Resolution Remote Sensing ImageryCode1
Image Processing Methods for Coronal Hole Segmentation, Matching, and Map Classification—0
Fast and Unsupervised Action Boundary Detection for Action Segmentation—0
UBoCo: Unsupervised Boundary Contrastive Learning for Generic Event Boundary Detection—0
Morpheme Boundary Detection & Grammatical Feature Prediction for Gujarati : Dataset & Model—0
Progressive Attention on Multi-Level Dense Difference Maps for Generic Event Boundary DetectionCode1
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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