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 326–350 of 359 papers

TitleStatusHype
SC-Transformer++: Structured Context Transformer for Generic Event Boundary DetectionCode0
WiSeBE: Window-based Sentence Boundary EvaluationCode0
The magnitude vector of imagesCode0
CoSeg: Cognitively Inspired Unsupervised Generic Event SegmentationCode0
Convolutional Oriented Boundaries: From Image Segmentation to High-Level TasksCode0
A Brief Analysis of the Iterative Next Boundary Detection Network for Tree Rings Delineation in Images of Pinus taedaCode0
A novel automatic shot boundary detection algorithm: robust to illumination and motion effectCode0
An Underwater Image Semantic Segmentation Method Focusing on Boundaries and a Real Underwater Scene Semantic Segmentation DatasetCode0
Zero Pixel Directional Boundary by Vector TransformCode0
OTAS: Unsupervised Boundary Detection for Object-Centric Temporal Action SegmentationCode0
Boosting Semantic Segmentation with Semantic BoundariesCode0
Flood-Filling NetworksCode0
Boosting Camouflaged Object Detection with Dual-Task Interactive TransformerCode0
Advanced Hough-based method for on-device document localizationCode0
UruDendro, a public dataset of cross-section images of Pinus taedaCode0
Sequence Labeling Approach to the Task of Sentence Boundary DetectionCode0
DMNER: Biomedical Entity Recognition by Detection and MatchingCode0
Entity Identification as MultitaskingCode0
Photo-Sketching: Inferring Contour Drawings from ImagesCode0
Towards Automatic Boundary Detection for Human-AI Collaborative Hybrid Essay in EducationCode0
Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts: Challenges, Strategies, and InsightsCode0
Movie Genre Classification by Language Augmentation and Shot SamplingCode0
Using Automatically Extracted Minimum Spans to Disentangle Coreference Evaluation from Boundary DetectionCode0
BAISeg: Boundary Assisted Weakly Supervised Instance SegmentationCode0
Back to Supervision: Boosting Word Boundary Detection through Frame ClassificationCode0
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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