4 papers
Contrastive and Adaptive Multi-modal Masked Autoencoder for Spatial Transcriptomics
Joohyeok Kim, Taejin Jeong, Jinyeong Kim +1
The high cost of spatial transcriptomics (ST) has driven extensive studies into predicting gene expression directly from H&E histology images. However, this prediction task faces a…
FEAST: Fully Connected Expressive Attention for Spatial Transcriptomics
Taejin Jeong, Joohyeok Kim, Jinyeong Kim +2
Spatial Transcriptomics (ST) provides spatially-resolved gene expression, offering crucial insights into tissue architecture and complex diseases. However, its prohibitive cost lim…
Rethinking Glaucoma Calibration: Voting-Based Binocular and Metadata Integration
Taejin Jeong, Joohyeok Kim, Jaehoon Joo +1
Glaucoma is a major cause of irreversible blindness, with significant diagnostic subjectivity. This inherent uncertainty, combined with the overconfidence of models optimized solel…
Interpreting vision transformers via residual replacement model
Jinyeong Kim, Junhyeok Kim, Yumin Shim +3
How do vision transformers (ViTs) represent and process the world? This paper addresses this long-standing question through the first systematic analysis of 6.6K features across al…