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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

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Showing 1–50 of 359 papers

TitleStatusHype
LongVALE: Vision-Audio-Language-Event Benchmark Towards Time-Aware Omni-Modal Perception of Long VideosCode2
Tiny and Efficient Model for the Edge Detection GeneralizationCode2
Rethinking Boundary Detection in Deep Learning-Based Medical Image SegmentationCode2
Caption Anything in Video: Fine-grained Object-centric Captioning via Spatiotemporal Multimodal PromptingCode2
InvPT: Inverted Pyramid Multi-task Transformer for Dense Scene UnderstandingCode2
AutoShot: A Short Video Dataset and State-of-the-Art Shot Boundary DetectionCode2
MedTsLLM: Leveraging LLMs for Multimodal Medical Time Series AnalysisCode2
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
Sound Event Detection Transformer: An Event-based End-to-End Model for Sound Event DetectionCode1
Rethinking Boundary Detection in Deep Learning Models for Medical Image SegmentationCode1
Rethinking the Architecture Design for Efficient Generic Event Boundary DetectionCode1
Self-Similarity-Based and Novelty-based loss for music structure analysisCode1
Self-Supervised Contrastive Learning for Unsupervised Phoneme SegmentationCode1
MTMamba: Enhancing Multi-Task Dense Scene Understanding by Mamba-Based DecodersCode1
Dense Extreme Inception Network: Towards a Robust CNN Model for Edge DetectionCode1
Music Boundary Detection using Convolutional Neural Networks: A comparative analysis of combined input featuresCode1
Learn from Syntax: Improving Pair-wise Aspect and Opinion Terms Extractionwith Rich Syntactic KnowledgeCode1
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
Masked Autoencoders for Generic Event Boundary Detection CVPR'2022 Kinetics-GEBD ChallengeCode1
Deep Occlusion-Aware Instance Segmentation with Overlapping BiLayersCode1
Mobile-Seed: Joint Semantic Segmentation and Boundary Detection for Mobile RobotsCode1
Pixel-wise Attentional Gating for Parsimonious Pixel LabelingCode1
Prompt Guided Transformer for Multi-Task Dense PredictionCode1
Enhancing Monotonic Multihead Attention for Streaming ASRCode1
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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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