Research Corner
Research Corner

Research Corner


This page houses links to papers, research ideas and more. The main goal of this page is to be the gateway to knowledge used to build the end-product of the thesis. The “Paper Database” houses useful information such as the state of the paper (i.e. read/summarized/etc, link to the original paper and properties describing the content of the paper). This allows for easier filtering later on.

Paper Database
Paper
Status
Usefulness
Link
Properties
Notes
Evaluated
⭐⭐⭐
image-processing
alignment
gaussian processes
spatial transcriptomics
In progress
machine-learning
image-processing
alignment
Evaluated
⭐⭐⭐
image-processing
alignment
spatial transcriptomics
⚠️ Requires manual estimation of overlap percentage!
Evaluated
⭐⭐⭐
alignment
spatial transcriptomics
machine-learning
Evaluated
⭐⭐⭐
image-processing
alignment
spatial transcriptomics
In progress
Unknown
optimal transport
transformer
machine-learning

Links to Papers


Alignment Of Spatial Genomics Data using Deep Gaussian Processes
Alignment Of Spatial Genomics Data using Deep Gaussian Processes
Diffeomorphic Image Registration with Neural Velocity Field
Diffeomorphic Image Registration with Neural Velocity Field
Learning single-cell perturbation responses using neural optimal transport
Learning single-cell perturbation responses using neural optimal transport
Open-ST: High-resolution Spatial Transcriptomics in 3D
Open-ST: High-resolution Spatial Transcriptomics in 3D
Partial alignment of multislice spatially resolved transcriptomics data (PASTE2)
Partial alignment of multislice spatially resolved transcriptomics data (PASTE2)
SANTO: A Coarse-To-Fine Alignment And Stitching Method for Spatial Omics
SANTO: A Coarse-To-Fine Alignment And Stitching Method for Spatial Omics
Spatial Landmark Detection and Tissue Registration With Deep Learning
Spatial Landmark Detection and Tissue Registration With Deep Learning
Spatial-linked Alignment Tool (SLAT) for Aligning Heterogeneous Slices
Spatial-linked Alignment Tool (SLAT) for Aligning Heterogeneous Slices
ST-Align - A Multimodal Foundation Model for Image-Gene Alignment in Spatial Transcriptomics
ST-Align - A Multimodal Foundation Model for Image-Gene Alignment in Spatial Transcriptomics
ST-GEARS: Advancing 3D Downstream Research Through Accurate Spatial Information Recovery
ST-GEARS: Advancing 3D Downstream Research Through Accurate Spatial Information Recovery
Wasserstein Wormhole: Scalable Optimal Transport Distance with Transformers
Wasserstein Wormhole: Scalable Optimal Transport Distance with Transformers