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[JLrumberger]

ICCV Bio-Image-Computing Workshop Paper deadline (???) may be July 21st/20th, 2023? Camera ready deadline August 11, 2023

Paper structure: Semi-supervised learning for sample-efficient instance segmentation Intro and literature review Describe the pipeline Show tables for different design choices (ablation study) Show results vs. other publications on three benchmark datasets Show results on two in-house domain adaptation datasets Discussion

Necessary tasks

• [x] Push code from cluster (Lorenz)
• [x] First refactoring of the code (Lorenz)
• [x] Jan gets more data of cell junction dataset and wires it to Jannik
• [x] Lorenz wires Jannik the flywing dataset (atm it's crops of size 128²)
• [x] Jan proof-reads part of the cell junction dataset (4 samples)
• [ ] Jannik proof-reads part of the fresh frozen HE tissue
• [ ] Jannik trains cycle GAN and supplies fake datasets to Lorenz
• [ ] Lorenz trains semi-supervised domain adaptation model
• [ ] Lorenz trains supervised model on fake data only

Paper

• [ ] write methods section
• [ ] Graphical abstract
• [ ] Ablation study: l1, l2 or cosine similarity loss, dino-head vs. other heads, trainable vs. non-trainable head, softmax vs. no softmax

Other taks

• [ ] Second code refactoring
• [ ] Three fold cross validation instead of single fold
• [ ] Pypi package

Results will be stored in this google table

[abred]

Important Dates

Paper Submission Opens: June 21st Paper Submission Deadline: July 21st Rebuttal Period: August 14th to 21st Decision Notification: August 28th Camera Ready Deadline: September 4th Workshop: October 3rd