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 301–325 of 359 papers

TitleStatusHype
Detection of surface defects on ceramic tiles based on morphological techniques—0
Developing a large semantically annotated corpus—0
Developing and Analyzing Boundary Detection Operators Using Probabilistic Models—0
Discerning Generic Event Boundaries in Long-Form Wild Videos—0
Domain Boundary Detection in Hi-C Maps: A Probabilistic Graphical Model Approach—0
Dynamic Sentence Boundary Detection for Simultaneous Translation—0
DynOcc: Learning Single-View Depth from Dynamic Occlusion Cues—0
Efficient Color Boundary Detection with Color-Opponent Mechanisms—0
Efficient Exact Inference in Planar Ising Models—0
Efficient Polyp Segmentation Via Integrity Learning—0
A Region-based Randers Geodesic Approach for Image Segmentation—0
Elephant: Sequence Labeling for Word and Sentence Segmentation—0
End-to-End Compressed Video Representation Learning for Generic Event Boundary Detection—0
English-French Document Alignment Based on Keywords and Statistical Translation—0
Enhancing Answer Boundary Detection for Multilingual Machine Reading Comprehension—0
Entity Extraction in Biomedical Corpora: An Approach to Evaluate Word Embedding Features with PSO based Feature Selection—0
EtC: Temporal Boundary Expand then Clarify for Weakly Supervised Video Grounding with Multimodal Large Language Model—0
Evaluating Word Embeddings for Sentence Boundary Detection in Speech Transcripts—0
Evaluating Word Embeddings for Sentence Boundary Detection in Speech Transcripts—0
EventVAD: Training-Free Event-Aware Video Anomaly Detection—0
Exploring the steps of Verb Phrase Ellipsis—0
Fast 2D Border Ownership Assignment—0
Fast and Unsupervised Action Boundary Detection for Action Segmentation—0
Fine-grained Dynamic Network for Generic Event Boundary Detection—0
FinSBD-2020: The 2nd Shared Task on Sentence Boundary Detection in Unstructured Text in the Financial Domain—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