Grant Van Horn
23 papers · 2014–2026 · 6 venues · across top CS/AI venues
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Achievements
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πΊοΈ Taxonomy Completionist (42) π Academic Marathon Β· Half π Conference Polyglot Β· Silver π Interdisciplinary Bridge Β· Gold π£ Hot Topic Early Bird
π€
Dynamic Duo
(11)
π
Keyword Champion
(3)
π§
Keyword Pioneer
π
Renaissance Researcher
(5)
π₯
Unstoppable Β· Bronze
β‘
Prolific Year Β· Productive
π
Conference Pioneer
π
Century Club Β· Bronze
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Trend Setter
ποΈ
Keyword Collector
(85)
Top co-authors
Research topics
Machine Learning
(18)
Learning Types Β· Machine Learning
(14)
Artificial Intelligence
(10)
Core Methods
(10)
Computer Vision
(7)
Core AI
(7)
Deep Learning
(5)
Analysis
(5)
Application Areas Β· Machine Learning
(4)
Learning Paradigms
(4)
Learning Types Β· Deep Learning
(2)
Data Science & Analytics
(1)
Interdisciplinary
(1)
Natural Language Processing
(1)
Application Areas Β· Deep Learning
(1)
Keywords
fine-grained classification
(4)
active learning
(4)
species classification
(3)
species distribution
(3)
species range estimation
(3)
citizen science
(3)
multimodal large language model
(2)
transfer learning
(2)
zero-shot learning
(2)
zero-shot classification
(2)
vision-language model
(2)
range estimation
(2)
self-supervised learning
(1)
object detection
(1)
online learning
(1)
model calibration
(1)
transductive learning
(1)
model selection
(1)
contrastive learning
(1)
bayesian inference
(1)
Papers
RealBirdID: Benchmarking Bird Species Identification in the Era of MLLMs
CVPR 2026
You May Speak Freely: Improving the Fine-Grained Visual Recognition Capabilities of Multimodal Large Language Models with Answer Extraction
WACV 2026
Consensus-Driven Active Model Selection
ICCV 2025
Feedforward Few-shot Species Range Estimation
ICML 2025
Generate, Transduct, Adapt: Iterative Transduction with VLMs
ICCV 2025
WildSAT: Learning Satellite Image Representations from Wildlife Observations
ICCV 2025
Combining Observational Data and Language for Species Range Estimation
NeurIPS 2024
Human-in-the-Loop Visual Re-ID for Population Size Estimation
ECCV 2024
Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions
CVPR 2024
INQUIRE: A Natural World Text-to-Image Retrieval Benchmark
NeurIPS 2024
The iNaturalist Sounds Dataset
NeurIPS 2024
Active Learning-Based Species Range Estimation
NeurIPS 2023
Spatial Implicit Neural Representations for Global-Scale Species Mapping
ICML 2023
Exploring Fine-Grained Audiovisual Categorization with the SSW60 Dataset
ECCV 2022
On Label Granularity and Object Localization
ECCV 2022
The Caltech Fish Counting Dataset: A Benchmark for Multiple-Object Tracking and Counting
ECCV 2022
Benchmarking Representation Learning for Natural World Image Collections
CVPR 2021
Lean Multiclass Crowdsourcing
CVPR 2018
Recognition in Terra Incognita
ECCV 2018
The INaturalist Species Classification and Detection Dataset
CVPR 2018
Lean Crowdsourcing: Combining Humans and Machines in an Online System
CVPR 2017
Building a Bird Recognition App and Large Scale Dataset With Citizen Scientists: The Fine Print in Fine-Grained Dataset Collection
CVPR 2015
Similarity Comparisons for Interactive Fine-Grained Categorization
CVPR 2014