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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 359 papers

TitleStatusHype
What's in the Flow? Exploiting Temporal Motion Cues for Unsupervised Generic Event Boundary Detection—0
Segment Boundary Detection via Class Entropy Measurements in Connectionist Phoneme Recognition—0
TextMachina: Seamless Generation of Machine-Generated Text DatasetsCode1
Using Curiosity for an Even Representation of Tasks in Continual Offline Reinforcement LearningCode0
EtC: Temporal Boundary Expand then Clarify for Weakly Supervised Video Grounding with Multimodal Large Language Model—0
Mobile-Seed: Joint Semantic Segmentation and Boundary Detection for Mobile RobotsCode1
AI-generated text boundary detection with RoFTCode1
TSP-Transformer: Task-Specific Prompts Boosted Transformer for Holistic Scene UnderstandingCode1
Antarlekhaka: A Comprehensive Tool for Multi-task Natural Language AnnotationCode0
Local Compressed Video Stream Learning for Generic Event Boundary DetectionCode1
Dealing with negative samples with multi-task learning on span-based joint entity-relation extraction—0
Efficient Polyp Segmentation Via Integrity Learning—0
OTAS: Unsupervised Boundary Detection for Object-Centric Temporal Action SegmentationCode0
Self-Similarity-Based and Novelty-based loss for music structure analysisCode1
Advancing Hungarian Text Processing with HuSpaCy: Efficient and Accurate NLP PipelinesCode1
Boundary-RL: Reinforcement Learning for Weakly-Supervised Prostate Segmentation in TRUS Images—0
The DKU-DUKEECE System for the Manipulation Region Location Task of ADD 2023—0
Automatic Cadastral Boundary Detection of Very High Resolution Images Using Mask R-CNN—0
A Unified Query-based Paradigm for Camouflaged Instance SegmentationCode0
Tiny and Efficient Model for the Edge Detection GeneralizationCode2
Prompt Guided Transformer for Multi-Task Dense PredictionCode1
Towards Automatic Boundary Detection for Human-AI Collaborative Hybrid Essay in EducationCode0
No-frills Temporal Video Grounding: Multi-Scale Neighboring Attention and Zoom-in Boundary Detection—0
DMNER: Biomedical Entity Recognition by Detection and MatchingCode0
MAE-GEBD:Winning the CVPR'2023 LOVEU-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