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
optimal transport
machine-learning
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
image-processing
alignment
spatial transcriptomics
Links to Papers
Alignment Of Spatial Genomics Data using Deep Gaussian ProcessesDiffeomorphic Image Registration with Neural Velocity FieldLearning single-cell perturbation responses using neural optimal transportOpen-ST: High-resolution Spatial Transcriptomics in 3DPartial alignment of multislice spatially resolved transcriptomics data (PASTE2)SANTO: A Coarse-To-Fine Alignment And Stitching Method for Spatial OmicsSpatial Landmark Detection and Tissue Registration With Deep LearningSpatial-linked Alignment Tool (SLAT) for Aligning Heterogeneous SlicesST-Align - A Multimodal Foundation Model for Image-Gene Alignment in Spatial TranscriptomicsST-GEARS: Advancing 3D Downstream Research Through Accurate Spatial Information RecoveryWasserstein Wormhole: Scalable Optimal Transport Distance with Transformers