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

Showing 2650 of 359 papers

TitleStatusHype
Capturing Logical Structure of Visually Structured Documents with Multimodal Transition ParserCode1
Federated Learning Enables Big Data for Rare Cancer Boundary DetectionCode1
Generic Event Boundary Detection: A Benchmark for Event SegmentationCode1
Field of Junctions: Extracting Boundary Structure at Low SNRCode1
Frame-wise Cross-modal Matching for Video Moment RetrievalCode1
Learning to predict crisp boundariesCode1
Boundary-assisted Region Proposal Networks for Nucleus SegmentationCode1
AI-generated text boundary detection with RoFTCode1
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology imagesCode1
A Semantic Change Detection Network Based on Boundary Detection and Task Interaction for High-Resolution Remote Sensing ImagesCode1
Boundary Guided Context Aggregation for Semantic SegmentationCode1
Hard Exudate Segmentation Supplemented by Super-Resolution with Multi-scale Attention Fusion ModuleCode1
Large-scale, Fast and Accurate Shot Boundary Detection through Spatio-temporal Convolutional Neural NetworksCode1
Horizontal-to-Vertical Video ConversionCode1
Clustering Based on Graph of Density TopologyCode1
Iterative Next Boundary Detection for Instance Segmentation of Tree Rings in Microscopy Images of Shrub Cross SectionsCode1
MAE-GEBD:Winning the CVPR'2023 LOVEU-GEBD ChallengeCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
Deeply supervised salient object detection with short connectionsCode1
A Good Foundation is Worth Many Labels: Label-Efficient Panoptic SegmentationCode1
Local Compressed Video Stream Learning for Generic Event Boundary DetectionCode1
Enhancing Entity Boundary Detection for Better Chinese Named Entity RecognitionCode1
Phoneme Boundary Detection using Learnable Segmental FeaturesCode1
Progressive Attention on Multi-Level Dense Difference Maps for Generic Event Boundary DetectionCode1
PalmTree: Learning an Assembly Language Model for Instruction EmbeddingCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)Accuracy (%)64.63Unverified
2RoBERTa + SEPAccuracy (%)49.64Unverified
3PHD + TS MLAccuracy (%)23.5Unverified
4TLE + TS BinaryAccuracy (%)12.58Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)Accuracy (%)67.65Unverified
2RoBERTa + SEPAccuracy (%)54.61Unverified
3TLE + TS BinaryAccuracy (%)20.02Unverified
4PHD + TS MLAccuracy (%)17.29Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (Mistral-7B-v0.3)Cohen’s Kappa score0.42Unverified
2DeBERTa-v3 (Naive)Cohen’s Kappa score0.4Unverified
3GigaCheck (DN-DAB-DETR)Cohen’s Kappa score0.19Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTodsF78.1Unverified
2PGT (Swin-S)odsF78.04Unverified
3PGT (Swin-T)odsF77.05Unverified
#ModelMetricClaimedVerifiedStatus
1GigaCheck (DN-DAB-DETR)F1@30.65Unverified
2TriBERT (p=2)F1@30.58Unverified
#ModelMetricClaimedVerifiedStatus
1CS-TRDAverage Precision0.94Unverified
2INBDAverage Precision0.75Unverified
#ModelMetricClaimedVerifiedStatus
1CASTANET+ EnsemblePairwise F10.81Unverified
#ModelMetricClaimedVerifiedStatus
1InvPTodsF73Unverified