Thanks for the kind words, joelio182! Glad you see the value in making SSL more practical for real-world domain shift issues.
As liopeer mentioned, we have results for medical (DeepLesion) and agriculture (DeepWeeds) in the blog post. We haven't published specific benchmarks on satellite or industrial inspection data yet, but those are definitely the kinds of niche domains where pretraining on specific unlabeled data should yield significant benefits. We're keen to explore more areas like these.
Our goal is exactly what you pointed out - bridging the gap between SSL research and practical application where labels are scarce. Appreciate the encouragement!
As liopeer mentioned, we have results for medical (DeepLesion) and agriculture (DeepWeeds) in the blog post. We haven't published specific benchmarks on satellite or industrial inspection data yet, but those are definitely the kinds of niche domains where pretraining on specific unlabeled data should yield significant benefits. We're keen to explore more areas like these.
Our goal is exactly what you pointed out - bridging the gap between SSL research and practical application where labels are scarce. Appreciate the encouragement!