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

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Showing 1–50 of 359 papers

TitleStatusHype
SAMST: A Transformer framework based on SAM pseudo label filtering for remote sensing semi-supervised semantic segmentation—0
Design and Implementation of an OCR-Powered Pipeline for Table Extraction from Invoices—0
Real Time Self-Tuning Adaptive Controllers on Temperature Control Loops using Event-based Game Theory—0
Self-Route: Automatic Mode Switching via Capability Estimation for Efficient Reasoning—0
A Semantic Change Detection Network Based on Boundary Detection and Task Interaction for High-Resolution Remote Sensing ImagesCode1
Tropical Geometry Based Edge Detection Using Min-Plus and Max-Plus Algebra—0
Rethinking Boundary Detection in Deep Learning-Based Medical Image SegmentationCode2
Tiger200K: Manually Curated High Visual Quality Video Dataset from UGC Platform—0
EventVAD: Training-Free Event-Aware Video Anomaly Detection—0
Caption Anything in Video: Fine-grained Object-centric Captioning via Spatiotemporal Multimodal PromptingCode2
Foundations and Evaluations in NLP—0
Physics-informed neural networks for hidden boundary detection and flow field reconstruction—0
BoundMatch: Boundary detection applied to semi-supervised segmentation for urban-driving scenes—0
Open-World Skill Discovery from Unsegmented Demonstrations—0
TimeLoc: A Unified End-to-End Framework for Precise Timestamp Localization in Long VideosCode1
Road Boundary Detection Using 4D mmWave Radar for Autonomous Driving—0
JiTTER: Jigsaw Temporal Transformer for Event Reconstruction for Self-Supervised Sound Event DetectionCode0
Improving action segmentation via explicit similarity measurement—0
Agricultural Field Boundary Detection through Integration of "Simple Non-Iterative Clustering (SNIC) Super Pixels" and "Canny Edge Detection Method"Code0
Test-Time Code-Switching for Cross-lingual Aspect Sentiment Triplet Extraction—0
Unsupervised Speech Segmentation: A General Approach Using Speech Language ModelsCode1
Active Learning with Context Sampling and One-vs-Rest Entropy for Semantic Segmentation—0
LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long VideosCode2
Back to Supervision: Boosting Word Boundary Detection through Frame ClassificationCode0
TriG-NER: Triplet-Grid Framework for Discontinuous Named Entity RecognitionCode0
GigaCheck: Detecting LLM-generated Content—0
RKadiyala at SemEval-2024 Task 8: Black-Box Word-Level Text Boundary Detection in Partially Machine Generated Texts—0
Manifold-Aware Local Feature Modeling for Semi-Supervised Medical Image SegmentationCode0
Comparative Analysis of Deep Learning Architectures for Breast Region Segmentation with a Novel Breast Boundary Proposal—0
Temporal2Seq: A Unified Framework for Temporal Video Understanding Tasks—0
Unsupervised Word Discovery: Boundary Detection with Clustering vs. Dynamic Programming—0
UV-Mamba: A DCN-Enhanced State Space Model for Urban Village Boundary Identification in High-Resolution Remote Sensing ImagesCode1
A Brief Analysis of the Iterative Next Boundary Detection Network for Tree Rings Delineation in Images of Pinus taedaCode0
MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series AnalysisCode2
Rethinking the Architecture Design for Efficient Generic Event Boundary DetectionCode1
Fine-grained Dynamic Network for Generic Event Boundary Detection—0
MTMamba: Enhancing Multi-Task Dense Scene Understanding by Mamba-Based DecodersCode1
Boundary Detection Algorithm Inspired by Locally Linear Embedding—0
2DP-2MRC: 2-Dimensional Pointer-based Machine Reading Comprehension Method for Multimodal Moment Retrieval—0
Recent advancements in computational morphology : A comprehensive survey—0
A Good Foundation is Worth Many Labels: Label-Efficient Panoptic SegmentationCode1
BAISeg: Boundary Assisted Weakly Supervised Instance SegmentationCode0
Vision Language Models for Spreadsheet Understanding: Challenges and Opportunities—0
DeepPavlov at SemEval-2024 Task 8: Leveraging Transfer Learning for Detecting Boundaries of Machine-Generated TextsCode0
RTF: Region-based Table Filling Method for Relational Triple Extraction—0
UruDendro, a public dataset of cross-section images of Pinus taedaCode0
TM-TREK at SemEval-2024 Task 8: Towards LLM-Based Automatic Boundary Detection for Human-Machine Mixed Text—0
CT-Bound: Robust Boundary Detection From Noisy Images Via Hybrid Convolution and Transformer Neural NetworksCode0
Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts: Challenges, Strategies, and InsightsCode0
A Transformer Model for Boundary Detection in Continuous Sign Language—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