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
MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series AnalysisCode2
Tiny and Efficient Model for the Edge Detection GeneralizationCode2
Rethinking Boundary Detection in Deep Learning-Based Medical Image SegmentationCode2
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene UnderstandingCode2
AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary DetectionCode2
Caption Anything in Video: Fine-grained Object-centric Captioning via Spatiotemporal Multimodal PromptingCode2
LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long VideosCode2
SoccerNet-v2: A Dataset and Benchmarks for Holistic Understanding of Broadcast Soccer VideosCode1
Prompt Guided Transformer for Multi-Task Dense PredictionCode1
Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event DetectionCode1
PalmTree: Learning an Assembly Language Model for Instruction EmbeddingCode1
Progressive Attention on Multi-Level Dense Difference Maps for Generic Event Boundary DetectionCode1
Rethinking the Architecture Design for Efficient Generic Event Boundary DetectionCode1
Self-Supervised Contrastive Learning for Unsupervised Phoneme SegmentationCode1
Learning to predict crisp boundariesCode1
Large-scale, Fast and Accurate Shot Boundary Detection through Spatio-temporal Convolutional Neural NetworksCode1
MAE-GEBD:Winning the CVPR'2023 LOVEU-GEBD ChallengeCode1
Field of Junctions: Extracting Boundary Structure at Low SNRCode1
HistoSeg : Quick attention with multi-loss function for multi-structure segmentation in digital histology imagesCode1
Iterative Next Boundary Detection for Instance Segmentation of Tree Rings in Microscopy Images of Shrub Cross SectionsCode1
A Multi-Task Deep Learning Framework for Building Footprint SegmentationCode1
Local Compressed Video Stream Learning for Generic Event Boundary DetectionCode1
Mobile-Seed: Joint Semantic Segmentation and Boundary Detection for Mobile RobotsCode1
Music Boundary Detection using Convolutional Neural Networks: A comparative analysis of combined input featuresCode1
Phoneme Boundary Detection using Learnable Segmental FeaturesCode1
Pixel-wise Attentional Gating for Parsimonious Pixel LabelingCode1
Rethinking Boundary Detection in Deep Learning Models for Medical Image SegmentationCode1
Enhancing Entity Boundary Detection for Better Chinese Named Entity RecognitionCode1
Scribble-based Weakly Supervised Deep Learning for Road Surface Extraction from Remote Sensing ImagesCode1
Self-Similarity-Based and Novelty-based loss for music structure analysisCode1
Frame-wise Cross-modal Matching for Video Moment RetrievalCode1
Clustering Based on Graph of Density TopologyCode1
AI-generated text boundary detection with RoFTCode1
Deeply supervised salient object detection with short connectionsCode1
A Semantic Change Detection Network Based on Boundary Detection and Task Interaction for High-Resolution Remote Sensing ImagesCode1
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge DetectionCode1
Enhancing Monotonic Multihead Attention for Streaming ASRCode1
Federated Learning Enables Big Data for Rare Cancer Boundary DetectionCode1
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
Hard Exudate Segmentation Supplemented by Super-Resolution with Multi-scale Attention Fusion ModuleCode1
Horizontal-to-Vertical Video ConversionCode1
Boundary Guided Context Aggregation for Semantic SegmentationCode1
Capturing Logical Structure of Visually Structured Documents with Multimodal Transition ParserCode1
Learn from Syntax: Improving Pair-wise Aspect and Opinion Terms Extractionwith Rich Syntactic KnowledgeCode1
A Good Foundation is Worth Many Labels: Label-Efficient Panoptic SegmentationCode1
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayersCode1
Boundary-assisted Region Proposal Networks for Nucleus SegmentationCode1
Generic Event Boundary Detection: A Benchmark for Event SegmentationCode1
MTMamba: Enhancing Multi-Task Dense Scene Understanding by Mamba-Based DecodersCode1
Masked Autoencoders for Generic Event Boundary Detection CVPR'2022 Kinetics-GEBD ChallengeCode1
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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