fixmatch
fixmatch copied to clipboard
A simple method to perform semi-supervised learning with limited data.
Hi All, Thanks for the nice work. I have a question regarding the depiction in Figure 1. Why do compute the consistency loss after sharpening the predictions? Why not minimize...
Hi I would like to ask a clarification question regarding experiment setting, i'm curious did u tune the hyperparameter for FixMatch or the other compared baselines?
Hi can you provide the commands (like you did in MixMatch repo, the runs/ folder) to reproduce the results in the paper? Thanks a lot! and thanks for the great...
Hi guys, I have read your paper and really like the approach of Fixmatch. I am trying to implement this method for a different domain than image classification. But I...
Hi It would be great if you can provide code for table 11 in your "FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence". I found the ablation interesting, and would...
This algorithm really performs worse when number of classes are high like around 100, which is most of the time the case. At that time, we need more images per...
In the paper you mention that flips are applied with 50 percent probability. Is it also the case that each randaugment sample is also applied with 50 percent probability or...
Many thanks for your clean codes. (1) It seems there is no code of dataloader for SVHN dataset. Would you like to introduce what kinds of data pre-processing and augmenation...
``` CUDA_VISIBLE_DEVICES=6 python -B supervised.py --imagenet_data='/data/imagenet/tf_records/train/' --model_dir='/home/fixmatch-master/models/supervised' --steps_per_run=100 --dataset="imagenet" --hparams="\"bfloat16\": false, \"num_epochs\": 200, \"augment\": { \"type\": \"cta\" }" ``` The error: ``` 2021-07-04 21:12:57.888177: W tensorflow/stream_executor/platform/default/dso_loader.cc:55] Could not load dynamic...
Hi, do you have results of FixMatch on ImageNet using ResNet18? For example 100 epochs or 200/300 epochs? Thanks in advance.