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 251–275 of 359 papers

TitleStatusHype
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
Measuring the Structural Importance through Rhetorical Structure Index—0
mhirano at the FinSBD Task: Pointwise Prediction Based on Multi-layer Perceptron for Sentence Boundary Detection—0
Modularized Interaction Network for Named Entity Recognition—0
Morpheme Boundary Detection & Grammatical Feature Prediction for Gujarati : Dataset & Model—0
Morpheme Segmentation for Kannada Standing on the Shoulder of Giants—0
Moving TIGER beyond Sentence-Level—0
MRC-based Medical NER with Multi-task Learning and Multi-strategies—0
Multi-Branch Learning for Weakly-Labeled Sound Event Detection—0
Multilingual Summarization: Dimensionality Reduction and a Step Towards Optimal Term Coverage—0
Multimodal High-order Relation Transformer for Scene Boundary Detection—0
Multiresolution hierarchy co-clustering for semantic segmentation in sequences with small variations—0
Multi-spectral Facial Landmark Detection—0
Multi-stage Multi-recursive-input Fully Convolutional Networks for Neuronal Boundary Detection—0
Multi-Task Learning with Knowledge Distillation for Dense Prediction—0
Multi-task Transformer with Relation-attention and Type-attention for Named Entity Recognition—0
No-frills Temporal Video Grounding: Multi-Scale Neighboring Attention and Zoom-in Boundary Detection—0
Normalizing tweets with edit scripts and recurrent neural embeddings—0
NUIG at the FinSBD Task: Sentence Boundary Detection for Noisy Financial PDFs in English and French—0
Object Boundary Detection and Classification with Image-level Labels—0
Occlusion Boundary Detection via Deep Exploration of Context—0
On-Device detection of sentence completion for voice assistants with low-memory footprint—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