Byungsoo Ko
11 papers · 2020–2025 · 6 venues · across top CS/AI venues
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Achievements
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π Interdisciplinary Bridge Β· Silver π Conference Polyglot Β· Silver π Academic Marathon Β· Sprint πΊοΈ Taxonomy Completionist (24) π£ Hot Topic Early Bird
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Century Club Β· Bronze
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Research topics
Machine Learning
(7)
Computer Vision
(5)
Deep Learning
(4)
Analysis
(4)
Core Methods
(4)
Artificial Intelligence
(3)
Application Areas
(3)
Core AI
(3)
Natural Language Processing
(2)
Generation
(2)
Learning Types Β· Deep Learning
(2)
Learning Types Β· Machine Learning
(2)
Processing
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Computer Science
(1)
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Keywords
deep metric learning
(4)
image retrieval
(3)
embedding space
(2)
multimodal dialogue
(2)
embedding learning
(2)
hard negative mining
(2)
metric learning
(2)
curriculum learning
(1)
commonsense knowledge
(1)
benchmark evaluation
(1)
conversational ai
(1)
neural network optimization
(1)
mobile deployment
(1)
vision-language model
(1)
in-context learning
(1)
image-text alignment
(1)
real-time inference
(1)
multi-turn dialogue
(1)
large vision-language model
(1)
dataset creation
(1)
Papers
MultiVerse: A Multi-Turn Conversation Benchmark for Evaluating Large Vision and Language Models
ICCV 2025
DialogCC: An Automated Pipeline for Creating High-Quality Multi-Modal Dialogue Dataset
NAACL 2024
Stark: Social Long-Term Multi-Modal Conversation with Persona Commonsense Knowledge
EMNLP 2024
VVS: Video-to-Video Retrieval with Irrelevant Frame Suppression
AAAI 2024
Deep Hash Distillation for Image Retrieval
ECCV 2022
Granularity-Aware Adaptation for Image Retrieval over Multiple Tasks
ECCV 2022
Towards Light-Weight and Real-Time Line Segment Detection
AAAI 2022
Learning With Memory-Based Virtual Classes for Deep Metric Learning
ICCV 2021
Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning
AAAI 2021
Embedding Expansion: Augmentation in Embedding Space for Deep Metric Learning
CVPR 2020
Symmetrical Synthesis for Deep Metric Learning
AAAI 2020