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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 26–50 of 359 papers

TitleStatusHype
Hard Exudate Segmentation Supplemented by Super-Resolution with Multi-scale Attention Fusion ModuleCode1
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology imagesCode1
Masked Autoencoders for Generic Event Boundary Detection CVPR'2022 Kinetics-GEBD ChallengeCode1
Federated Learning Enables Big Data for Rare Cancer Boundary DetectionCode1
Transformer and CNN Hybrid Deep Neural Network for Semantic Segmentation of Very-High-Resolution Remote Sensing ImageryCode1
Progressive Attention on Multi-Level Dense Difference Maps for Generic Event Boundary DetectionCode1
Boundary Guided Context Aggregation for Semantic SegmentationCode1
Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event DetectionCode1
Enhancing Entity Boundary Detection for Better Chinese Named Entity RecognitionCode1
Weakly Supervised Named Entity Tagging with Learnable Logical RulesCode1
TableSense: Spreadsheet Table Detection with Convolutional Neural NetworksCode1
Winning the CVPR'2021 Kinetics-GEBD Challenge: Contrastive Learning ApproachCode1
Learn from Syntax: Improving Pair-wise Aspect and Opinion Terms Extractionwith Rich Syntactic KnowledgeCode1
Capturing Logical Structure of Visually Structured Documents with Multimodal Transition ParserCode1
Visual Saliency TransformerCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
Topo-boundary: A Benchmark Dataset on Topological Road-boundary Detection Using Aerial Images for Autonomous DrivingCode1
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayersCode1
Generic Event Boundary Detection: A Benchmark for Event SegmentationCode1
PalmTree: Learning an Assembly Language Model for Instruction EmbeddingCode1
Horizontal-to-Vertical Video ConversionCode1
Field of Junctions: Extracting Boundary Structure at Low SNRCode1
SoccerNet-v2: A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer VideosCode1
Scribble-based Weakly Supervised Deep Learning for Road Surface Extraction from Remote Sensing ImagesCode1
Clustering Based on Graph of Density TopologyCode1
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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