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
The SETimes.HR Linguistically Annotated Corpus of Croatian—0
The Slovak Categorized News Corpus—0
Tiger200K: Manually Curated High Visual Quality Video Dataset from UGC Platform—0
TM-TREK at SemEval-2024 Task 8: Towards LLM-Based Automatic Boundary Detection for Human-Machine Mixed Text—0
To catch a chorus, verse, intro, or anything else: Analyzing a song with structural functions—0
Traditional methods in Edge, Corner and Boundary detection—0
Tropical Geometry Based Edge Detection Using Min-Plus and Max-Plus Algebra—0
Ubernet: Training a Universal Convolutional Neural Network for Low-, Mid-, and High-Level Vision Using Diverse Datasets and Limited Memory—0
UBoCo : Unsupervised Boundary Contrastive Learning for Generic Event Boundary Detection—0
UBoCo: Unsupervised Boundary Contrastive Learning for Generic Event Boundary Detection—0
UM-Corpus: A Large English-Chinese Parallel Corpus for Statistical Machine Translation—0
Understanding Medical free text: A Terminology driven approach—0
Unsupervised Shot Boundary Detection for Temporal Segmentation of Long Capsule Endoscopy Videos—0
Unsupervised Speech Segmentation and Variable Rate Representation Learning using Segmental Contrastive Predictive Coding—0
Unsupervised Word Discovery: Boundary Detection with Clustering vs. Dynamic Programming—0
Using Semantics for Granularities of Tokenization—0
V1Net: A computational model of cortical horizontal connections—0
Video searching and fingerprint detection by using the image query and PlaceNet-based shot boundary detection method—0
Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities—0
Volumetric Data Exploration with Machine Learning-Aided Visualization in Neutron Science—0
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
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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