Human-in-the-Loop Annotation

Ask about this topic

Momentum

13 papers in the last four weeks, up 117% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 95

All topics
CardsList

  1. Foundation-Assisted Active Learning for Object Detection Annotation

    Jul 18, 2026Jinchang Zhang, Arnold Zumbrun, Jing Lin +1Remote Sensing Image UnderstandingRemote Sensing Small Object Detection

    Intelligent Vision and Sensing (IVS) Lab at Indiana University Bloomington

  2. Self-Evolving Human-Centered Framework for Explainable Depression Symptom Annotation

    Jul 16, 2026Hoang-Loc Cao, Van Pham, Truong Thanh Hung Nguyen +4Explainable Artificial IntelligenceLLM-Assisted Annotation

    University of Science, VNU-HCM, Vietnam · University of New Brunswick, Canada · Friedrich-Alexander-Universität Erlangen-Nürnberg, Germany

  3. From Prediction to Collaboration: Interactive Symbolic Music Analysis

    Jul 15, 2026Emmanouil Karystinaios, Johannes Hentschel, Markus Neuwirth +1Human-in-the-Loop AnnotationMusic Information Retrieval

    Department of Computational Percepetion, Johannes Kepler University Linz, Austria · Anton Brukner University Linz, Austria

  4. Active Learning for Efficient Annotation of Surgical Videos with Weak Supervision

    Jul 14, 2026Manasa Dendukuri, Matjaz Jogan, Daniel A. Hashimoto +1Video Object SegmentationHuman-in-the-Loop Annotation

    1*GRASP Laboratory, University of Pennsylvania, 3330 Walnut Street, Philadelphia, PA, 19104, USA. · 2PCASO Laboratory, Dept. of Surgery, University of Pennsylvania, 3400 Spruce Street, Philadelphia, PA, 19104, USA. · 3Dept. of Computer and Information Science, University of Pennsylvania, 3330 Walnut Street, Philadelphia, PA, 19104, USA.

  5. Spotted: Location-informed Reidentification of Hyenas and Leopards in Camera Trap Surveys

    Jul 1, 2026Halil Sina Kelebek, Julia Hindel, Kobus Hoffman +9Animal Re-IdentificationHuman-in-the-Loop Annotation

    Oxford Robotics Institute, University of Oxford, Oxford, UK · Department of Computer Science, University of Freiburg, Germany · Bubye Valley Conservancy, Zimbabwe +3

  6. A Hybrid Framework for Song Lyric Annotation Based on Human-LLM Alignment

    Jun 28, 2026Rashini Liyanarachchi, Frank Tran, Md Mahmudul Hasan +2Annotator DisagreementLLM-Assisted Annotation

    School of Computer Science and Engineering, University of New South Wales, Sydney, Australia

  7. voxmap-studio: An open-source speaker diarization annotation tool with built-in cost instrumentation

    Jun 25, 2026Fumiaki YamaguchiHuman-in-the-Loop AnnotationSpeaker Diarization

    Independent Researcher

  8. Mask to Concept: Auto-Promptable SAM3 via Efficient Test-Time Concept Embedding Search for Few-Shot Annotation

    Jun 25, 2026Quan Zhou, Shaoqing Zhai, Qiang Hu +3Medical Imaging Foundation ModelsTest-Time Adaptation

    Wuhan University of Technology · Huazhong University of Science and Technology · Changzhou United lmaging Healthcare Surgical Technology Co. Ltd.

  9. Can Large Language Models Reliably Code Qualitative Humanitarian Data? A Benchmark Study Against Human Expert Adjudication

    Jun 25, 2026Jerome Marston, Tino Kreutzer, Salomé Garnier +3LLM EvaluationHuman-in-the-Loop Annotation

    Kobo Inc · McGill University · Harvard University

  10. Task Decomposition for Efficient Annotation

    Jun 23, 2026Nupoor Gandhi, Emma StrubellHuman-in-the-Loop AnnotationTask Decomposition

    Carnegie Mellon University

  11. Human and AI collaboration for pulmonary nodule segmentation

    Jun 21, 2026Hongqiao Dong, Wenhao Chi, Ruobing Liang +9Interactive Medical Image SegmentationMedical Imaging Foundation Models

    State Key Laboratory of Mathematical Sciences, Academy of Mathematics and Systems Science, Chinese Academy of Sciences, Beijing, China · School of Mathematical Sciences, University of Chinese Academy of Sciences, Beijing, China · Yau Mathematical Sciences Center, Tsinghua University, Beijing, China +5

  12. Speeding up the annotation process in semantic segmentation industrial applications

    Jun 18, 2026Marta Fernandez-Moreno, Margarita Guerrero, Rosalia Rementeria +2Human-in-the-Loop AnnotationSemantic Segmentation

    Department of Computer Science and Artificial Intelligence, Andalusian Research Institute in Data Science and Computational Intelligence, DaSCI, University of Granada, 18071, Granada, Spain · Ingénica STS, Av. Pablo Iglesias 38, Bj, 33205, Gijón, Spain · ArcelorMittal Global R&D, SLab—Steel Labs, Calle Marineros 4, 33490, Avilés, Spain +1

  13. A Clinician-Centered Pipeline for Annotation and Evaluation in Ultrasound AI Studies

    Jun 17, 2026Fangyijie Wang, Jianjun Yu, Wentao Shi +4Human-in-the-Loop AnnotationHuman-in-the-Loop Evaluation

    Research Ireland Centre for Research Training in Machine Learning · School of Medicine, University College Dublin, Dublin, Ireland · The Third People’s Hospital of Zhenjiang City, Zhenjiang, China +3

  14. From Bounding Boxes to Visual Reasoning: An On-Policy Data Annotation Tool for Vision-Language Models

    Jun 17, 2026Like Zhang, Runliang Niu, Shiqi Wang +5Human-in-the-Loop AnnotationVLM Reasoning

    School of Artificial Intelligence, Jilin University · College of Computer Science, Jilin University · OPPO

  15. ARGUSTRACK: A Multi-View Annotation System for Multi-Object Tracking

    Jun 14, 2026Hao Vo, Duc Nguyen, Ngan LeMulti-View ConsistencyHuman-in-the-Loop Annotation

    AICV Lab, University of Arkansas, USA

  16. Surprise-Guided MergeSort: Budget-Efficient Human-in-the-Loop Ranking via Adaptive Comparison Scheduling

    Jun 14, 2026Yujin Park, Haejun Chung, Ikbeom JangPairwise Preference LearningPairwise Comparison

    Hanyang University, Seoul, Republic of Korea · Hankuk University of Foreign Studies, Yongin, Republic of Korea

  17. Metric Match: A Subset Selection Approach to Evaluating LLM Judge Reliability

    Jun 12, 2026Alyssa Unell, Natalie Dullerud, Naomi Boneh +4LLM-as-a-JudgeLanguage Model Generation Evaluation

    Department of Computer Science Stanford University · Department of Medicine Stanford University

  18. A Resource for Enthymeme Detection in Controversial Political Discourse

    Jun 10, 2026Martial Pastor, Nelleke OostdijkAnnotator DisagreementHuman-in-the-Loop Annotation

    Centre for Language Studies, Radboud University, Nijmegen

  19. Measuring Human Value Expression in Social Media Texts: Calibrated LLM Annotation and Encoder Transfer

    Jun 9, 2026Maria Milkova, Maksim RudnevSoft-Label LearningLLM-Assisted Annotation

    Independent researcher, Lisbon, Portugal · University of Waterloo, ON, Canada

  20. iSAGE: A Human-in-the-Loop Framework for Remote Sensing Semantic Segmentation via Sparse Point Supervision

    Jun 8, 2026Osmar Luiz Ferreira de Carvalho, Osmar Abilio de Carvalho Junior, Anesmar Olino de Albuquerque +1Remote Sensing Image SegmentationHuman-in-the-Loop Annotation

  21. Deep Active Re-Labeling: Toward Noise-Resilient Annotation Efficiency

    Jun 7, 2026Md Abdullah Al Forhad, Weishi ShiHuman-in-the-Loop AnnotationActive Learning

    Active Machine Learning Lab · Learning · Language · Vision (LLaVi) Lab · Department of Computer Science and Engineering +1

  22. Knowledge Index of Noah's Ark

    Jun 3, 2026Sheng Jin, Minghao Liu, Yunze Xiao +24LLM EvaluationHuman-in-the-Loop Annotation

    12077AI · 2M-A-P · 3Carnegie Mellon University +7

  23. IMPose: Interactive Multi-person Pose Estimation with Dynamic Correction Propagation

    Jun 3, 2026Haoyang Ge, Jian Ma, Ziwen Wang +5Human-in-the-Loop AnnotationHuman Pose Estimation

    Tianjin University, Tianjin 300350, China · Tiandi, Tianjin, China · Zhongguancun Academy, Beijing 100094, China

  24. ACAT: A Collaborative Platform for Efficient Aspect-Based Sentiment Dataset Annotation

    Jun 2, 2026Ana-Maria Luisa Mocanu, Ciprian-Octavian Truica, Elena-Simona ApostolHuman-in-the-Loop AnnotationAspect-Based Sentiment Analysis

    1National University of Science and Technology POLITEHNICA Bucharest, Romania · 2Academy of Romanian Scientists, Ilfov 3, Bucharest, 050044, Romania

  25. Framing Migration News with LLMs: Structured CoT as a Support for Human Interpretation

    Jun 2, 2026David Alonso del Barrio, Jing Wen, Daniel Gatica-PerezLLM InterpretabilityCoT Reasoning

    Idiap Research Institute and EPFL Switzerland

  26. Fixing FOLIO and MALLS: Verified Annotations and an LLM-assisted Framework to Focus Human Relabeling

    Jun 1, 2026Andrea Brunello, Cristian Curaba, Luca Geatti +3LLM-Assisted AnnotationHuman-in-the-Loop Annotation

    University of Udine, Italy

  27. Who Annotates in NLP? A Large-scale Assessment of Human Annotation Reporting between 2018 and 2025

    Jun 1, 2026Maria Kunilovskaya, Gagan Bhatia, Lisa Sophie Albertelli +10Human-in-the-Loop Annotation

    NLLG Lab University of Technology Nuremberg · Interdisciplinary Transformation University, Austria

  28. Machine Learning for Coding Retail Product Names to Consumer-Price Categories: A Rule-plus-Bag-of-Words Pipeline with Reliability-Weighted Human-in-the-Loop Labeling

    Jun 1, 2026Vladimir BeskorovainyiHuman-in-the-Loop AnnotationText Classification

    Besk Tech · Moscow Institute of Physics and Technology (MIPT)

  29. Beyond Agreement: Scoring Panel-Surfaced Biomedical Entity Candidates for Curator Triage

    May 29, 2026Shuheng Cao, Ruiqi Chen, Renjie Cao +3Named Entity RecognitionLLM-Assisted Annotation

    University of California, San Diego · University of Michigan, Ann Arbor · The Hong Kong University of Science and Technology, Guangzhou +2

  30. Motion-guided sparse correction enables expert-quality point tracking across diverse microscopy regimes

    May 28, 2026Leonidas Zimianitis, Pasindu Thenahandi, Kai Buckhalter +10Point TrackingHuman-in-the-Loop Annotation

    Department of Computer Science, Old Dominion University, Norfolk, VA 23529, USA · Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02139, USA · The Picower Institute for Learning and Memory, Massachusetts Institute of Technology, Cambridge, MA 02139, USA +4