Methods › General › Structured Prediction › CRF
Conditional Random Field
CRF
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Conditional Random Fields or CRFs are a type of probabilistic graph model that take neighboring sample context into account for tasks like classification. Prediction is modeled as a graphical model, which implements dependencies between the predictions. Graph choice depends on the application, for example linear chain CRFs are popular in natural language processing, whereas in image-based tasks, the graph would connect to neighboring locations in an image to enforce that they have similar predictions.
Image Credit: Charles Sutton and Andrew McCallum, An Introduction to Conditional Random Fields
Papers archive 2025-07-28
30 shown of 468, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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Asymptotic Normality of Infinite Centered Random Forests -Application to Imbalanced Classification 10 Jun 2025 · 0 repositories · arXiv:2506.08548
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Weakly-supervised Localization of Manipulated Image Regions Using Multi-resolution Learned Features 29 May 2025 · 0 repositories · arXiv:2505.23586
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DOTA: Deformable Optimized Transformer Architecture for End-to-End Text Recognition with Retrieval-Augmented Generation 7 May 2025 · 0 repositories · arXiv:2505.04175
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Logits-Constrained Framework with RoBERTa for Ancient Chinese NER 5 May 2025 · 0 repositories · arXiv:2505.02983
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ClassWise-CRF: Category-Specific Fusion for Enhanced Semantic Segmentation of Remote Sensing Imagery 30 Apr 2025 · 0 repositories · arXiv:2504.21491
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FLoRA: Sample-Efficient Preference-based RL via Low-Rank Style Adaptation of Reward Functions 14 Apr 2025 · 1 repository · arXiv:2504.10002
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myNER: Contextualized Burmese Named Entity Recognition with Bidirectional LSTM and fastText Embeddings via Joint Training with POS Tagging 5 Apr 2025 · 1 repository · arXiv:2504.04038
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Memory-Efficient 3D High-Resolution Medical Image Synthesis Using CRF-Guided GANs 13 Mar 2025 · 0 repositories · arXiv:2503.10899
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HREB-CRF: Hierarchical Reduced-bias EMA for Chinese Named Entity Recognition 3 Mar 2025 · 1 repository · arXiv:2503.01217
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Deep learning approaches to surgical video segmentation and object detection: A Scoping Review 23 Feb 2025 · 0 repositories · arXiv:2502.16459
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AI Driven Water Segmentation with deep learning models for Enhanced Flood Monitoring 14 Jan 2025 · 1 repository · arXiv:2501.08266
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Soft Self-labeling and Potts Relaxations for Weakly-supervised Segmentation 1 Jan 2025 · 0 repositories
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Multimodal 3D Brain Tumor Segmentation with Adversarial Training and Conditional Random Field 21 Nov 2024 · 0 repositories · arXiv:2411.14418
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Regular-pattern-sensitive CRFs for Distant Label Interactions 19 Nov 2024 · 0 repositories · arXiv:2411.12484
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Automated Road Extraction from Satellite Imagery Integrating Dense Depthwise Dilated Separable Spatial Pyramid Pooling with DeepLabV3+ 18 Oct 2024 · 0 repositories · arXiv:2410.14836
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Comparative Analysis of Extrinsic Factors for NER in French 16 Oct 2024 · 0 repositories · arXiv:2410.12750
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Squeeze-and-Remember Block 1 Oct 2024 · 0 repositories · arXiv:2410.00823
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Causal Rule Forest: Toward Interpretable and Precise Treatment Effect Estimation 27 Aug 2024 · 0 repositories · arXiv:2408.15055
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Explore Cross-Codec Quality-Rate Convex Hulls Relation for Adaptive Streaming 16 Aug 2024 · 0 repositories · arXiv:2408.09044
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Evaluating the Efficacy of AI Techniques in Textual Anonymization: A Comparative Study 9 May 2024 · 0 repositories · arXiv:2405.06709
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Aspect and Opinion Term Extraction Using Graph Attention Network 30 Apr 2024 · 0 repositories · arXiv:2404.19260
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Low-Resource Named Entity Recognition with Cross-Lingual, Character-Level Neural Conditional Random Fields 14 Apr 2024 · 0 repositories · arXiv:2404.09383
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LastResort at SemEval-2024 Task 3: Exploring Multimodal Emotion Cause Pair Extraction as Sequence Labelling Task 2 Apr 2024 · 1 repository · arXiv:2404.02088
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Multi-Level Label Correction by Distilling Proximate Patterns for Semi-supervised Semantic Segmentation 2 Apr 2024 · 0 repositories · arXiv:2404.02065
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ELA: Efficient Local Attention for Deep Convolutional Neural Networks 2 Mar 2024 · 0 repositories · arXiv:2403.01123
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Visual Concept-driven Image Generation with Text-to-Image Diffusion Model 18 Feb 2024 · 0 repositories · arXiv:2402.11487
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Part-of-Speech Tagger for Bodo Language using Deep Learning approach 6 Jan 2024 · 0 repositories · arXiv:2401.03175
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Multi-level biomedical NER through multi-granularity embeddings and enhanced labeling 24 Dec 2023 · 0 repositories · arXiv:2312.15550
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Fine-Grained Analysis of Team Collaborative Dialogue 9 Dec 2023 · 0 repositories · arXiv:2312.05471
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S-T CRF: Spatial-Temporal Conditional Random Field for Human Trajectory Prediction 30 Nov 2023 · 0 repositories · arXiv:2311.18198
Tasks archive 2025-07-28
20 shown of 348 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections