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cryolo_picking_unlabeled [2019/03/16 11:58]
twagner [Toxin]
cryolo_picking_unlabeled [2019/03/16 17:55]
twagner [TRPC4]
Line 53: Line 53:
  
 Again, it still picks basically everything while avoiding contamination. Again, it still picks basically everything while avoiding contamination.
 +
 +===== TRPC4 =====
 +
 +The last example that I've choosen is TRPC4. The original training set comprises 32 images with 3038 particles (~94 particles / image):
 +
 +[{{:trpc_full.png?300|Example micrograph from the original training set.}}]
 +
 +Again, the same procedure as with toxin and ATP synthase. I removed 80% of particles randomly:
 +
 +[{{:trpc_selection.png?300|Example micrograph from the sparsely labeled training set.}}]
 +
 +I trained the model, and picked again. Here are the results for picking with the default threshold:
 +
 +[{{:trpc_03.png?300|Picking result with default threshold 0.3}}]
 +
 +It missed a lot, but picked far more that one would expect from the sparsely labled training data. The missing particles appearing when you reduce the threshold to 0.14:
 +
 +[{{:trpc_014.png?300|Picking result with threshold 0.14}}]
 +
 +Particles picked, contamination skipped, job done :-)
cryolo_picking_unlabeled.txt ยท Last modified: 2019/03/16 18:19 by twagner