LabCompass

Jianyang Gu

Computer Science · The Ohio State University

OpenAlex ORCID
Early career · publishing since 2019Rising activity
Advanced Neural Network ApplicationsDomain Adaptation and Few-Shot LearningVideo Surveillance and Tracking MethodsGenerative Adversarial Networks and Image SynthesisMultimodal Machine Learning Applications

Publications

77

Citations

487

Est. group size

—

Recurring co-author estimate

Active years

8

Publishing since 2019

Research summary
AI-generated

Jianyang Gu works in computer vision and machine learning, with a focus on dataset distillation (methods for compressing large training datasets into smaller, more efficient ones), fine-grained image recognition, and multimodal models that combine vision and language. Recent work also explores biological and ecological applications, such as species recognition from images and hierarchical classification across the tree of life. This research is well suited for students interested in efficient training methods, generative models, and applying vision-language AI to scientific domains like biodiversity monitoring.

Dataset distillation and data-efficient learningFine-grained and hierarchical image classificationVision-language and multimodal modelsGenerative models for image synthesisAI for biodiversity and species recognition

Publication output has grown substantially over the last decade, rising from a handful of papers in 2019-2021 to double-digit annual counts since 2022, with the highest activity in 2025-2026.

Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026

Publication cadence
Publications per year over the last 10 years — averaging 13.6/year recently
17182019: 2 publications192020: 4 publications202021: 2 publications212022: 9 publications222023: 14 publications232024: 8 publications242025: 15 publications252026: 22 publications2226
Recent publications
Publishes in
  • arXiv (Cornell University)×46
  • Lecture notes in computer science×2
  • Zenodo (CERN European Organization for Nuclear Research)×2
  • IEEE Transactions on Intelligent Transportation Systems×1
  • IEEE Transactions on Information Forensics and Security×1
Similar researchers
By research-topic overlap
  • Zijian He

    Computer Science · Purdue University West Lafayette

  • Xiangyu Zhang

    Computer Science · Purdue University West Lafayette

  • Peter Jin

    Computer Science · Purdue University West Lafayette

  • Tai-Yu Pan

    Computer Science · The Ohio State University

  • Shujon Naha

    Computer Science · Indiana University

This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.

Last updated Jul 19, 2026.

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