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 201–225 of 359 papers

TitleStatusHype
Enhancing Monotonic Multihead Attention for Streaming ASRCode1
Improving Sentence Boundary Detection for Spoken Language Transcripts—0
Enhancing Answer Boundary Detection for Multilingual Machine Reading Comprehension—0
Joint Semantic Segmentation and Boundary Detection using Iterative Pyramid Contexts—0
Coronary Wall Segmentation in CCTA Scans via a Hybrid Net with Contours Regularization—0
Integrating Boundary Assembling into a DNN Framework for Named Entity Recognition in Chinese Social Media Text—0
Multi-Branch Learning for Weakly-Labeled Sound Event Detection—0
Phoneme Boundary Detection using Learnable Segmental FeaturesCode1
Sequence Labeling Approach to the Task of Sentence Boundary DetectionCode0
Real-Time Mine Road Boundary Detection and Tracking for Autonomous Truck—0
FinSBD-2020: The 2nd Shared Task on Sentence Boundary Detection in Unstructured Text in the Financial Domain—0
aiai at the FinSBD-2 Task: Sentence, list and Item Boundary Detection and Items classification of Financial Texts Using Data Augmentation and Attention—0
A Region-based Randers Geodesic Approach for Image Segmentation—0
RED-NET: A Recursive Encoder-Decoder Network for Edge Detection—0
HAMNER: Headword Amplified Multi-span Distantly Supervised Method for Domain Specific Named Entity Recognition—0
A novel automatic shot boundary detection algorithm: robust to illumination and motion effectCode0
Controlling Utterance Length in NMT-based Word Segmentation with Attention—0
Combining Geometric and Topological Information for Boundary EstimationCode0
High-Frequency guided Curriculum Learning for Class-specific Object Boundary Detection—0
V1Net: A computational model of cortical horizontal connections—0
Domain Boundary Detection in Hi-C Maps: A Probabilistic Graphical Model Approach—0
Deep learning architectures for automated image segmentation—0
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge DetectionCode1
AIG Investments.AI at the FinSBD Task: Sentence Boundary Detection through Sequence Labelling and BERT Fine-tuning—0
HITS-SBD at the FinSBD Task: Machine Learning vs. Rule-based Sentence Boundary Detection—0
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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