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 4150 of 359 papers

TitleStatusHype
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