Top suggestions for Self Supervised Learning EmbryoExplore more searches like Self Supervised Learning EmbryoPeople interested in Self Supervised Learning Embryo also searched for |
Explore more searches like Self Supervised Learning
Embryo
%2bworkflow.png%3fauto%3dcompress%2cformat&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.a927eb745090f7ded48c96df9620ee96%3frik%3dypVtaGUTdsmt2g%26pid%3dImgRaw%26r%3d0&exph=4870&expw=7942&q=Self+Supervised+Learning+Embryo&FORM=IRPRST&ck=EE00AF110FA9980A60DE0DBD4C84F890&selectedIndex=16&itb=0)
+has+emerged+as+a+key+technique+for+training+networks+that+can+generalize+well+to+diverse+tasks+without+task-specific+supervision.+This+property+makes+SSL+desirable+for+computational+pathology%252C+the+study+of+digitized+images+of+tissues%252C+as+there+are+many+target+applications+and+often+limited+labeled+training+samples.+However%252C+SSL+algorithms+and+models+have+been+primarily+developed+in+the+field+of+natural+images+and+whether+their+performance+can+be+improved+by+adaptation+to+particular+domains+remains+an+open+question.+In+this+work%252C+we+present+an+investigation+of+modifications+to+SSL+for+pathology+data%252C+specifically+focusing+on+the+DINOv2+algorithm.+We+propose+alternative+augmentations%252C+regularization+functions%252C+and+position+encodings+motivated+by+the+characteristics+of+pathology+images.+We+evaluate+the+impact+of+these+changes+on+several+benchmarks+to+demonstrate+the+value+of+tailored+approaches.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.068c556e3e09f47f07826106d7130bcb%3frik%3dwjCr%252fk29xYV2ew%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Self+Supervised+Learning+Embryo&FORM=IRPRST&ck=AAF20E989AFD095594F9EE7FC0AF2FC3&selectedIndex=17&itb=0)
Some results have been hidden because they may be inaccessible to you.Show inaccessible results
Feedback
