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 226–250 of 359 papers

TitleStatusHype
VUS at IWSLT 2021: A Finetuned Pipeline for Offline Speech Translation—0
Waveform Boundary Detection for Partially Spoofed Audio—0
Weakly Supervised Object Boundaries—0
Weakly-supervised Salient Instance Detection—0
Weighting vectors for machine learning: numerical harmonic analysis applied to boundary detection—0
What's in the Flow? Exploiting Temporal Motion Cues for Unsupervised Generic Event Boundary Detection—0
Why Implementation Matters: Evaluation of an Open-source Constraint Grammar Parser—0
Why is English so easy to segment?—0
Winding Number for Region-Boundary Consistent Salient Contour Extraction—0
Occlusion Boundary Detection via Deep Exploration of Context—0
2DP-2MRC: 2-Dimensional Pointer-based Machine Reading Comprehension Method for Multimodal Moment Retrieval—0
A Comparative Study of Minimally Supervised Morphological Segmentation—0
A Computational Analysis of the Function of Three Inhibitory Cell Types in Contextual Visual Processing—0
A Context-Enhanced De-identification System—0
Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation—0
Advanced Fully Convolutional Networks for Agricultural Field Boundary Detection—0
A Graphical Citation Browser for the ACL Anthology—0
A Holistic Approach to Bilingual Sentence Fragment Extraction from Comparable Corpora—0
aiai at FinSBD task: Sentence Boundary Detection in Noisy Texts From Financial Documents Using Deep Attention Model—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
AI\_Blues at FinSBD Shared Task: CRF-based Sentence Boundary Detection in PDF Noisy Text in the Financial Domain—0
AIG Investments.AI at the FinSBD Task: Sentence Boundary Detection through Sequence Labelling and BERT Fine-tuning—0
Algorithm Design for Online Meta-Learning with Task Boundary Detection—0
A Locally Adapting Technique for Boundary Detection using Image Segmentation—0
A Mandarin-English Code-Switching Corpus—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