TL;DR: The authors pretrain the model to classify images into Wordnet synsets[a] that appear in the caption, using a standard Cross Entropy loss. They keep the number of classes relatively small by removing any synsets that don't show up in captions at least 500 times in the dataset. It seems to work well. My immediate question is: Why not classify among the entire hierarchy of all Wordnet synsets? --- [a]... - Source: Hacker News / 2 months ago

To operationalize this intuition, the Microsoft and UC Berkeley researchers use WordNet and Wiktionary to augment the text in image-text pairs. The concept itself is augmented for isolated concepts, such as the class labels in ImageNet, whereas for captions (such as from GCC), the least common noun phrase is augmented. Equipped with this additional structured knowledge, contrastively pretrained models exhibit... - Source: dev.to / 4 months ago

If you like this, definitely check out WordNet (https://wordnet.princeton.edu/). - Source: Hacker News / 6 months ago

I didn't understand well what you meant, but maybe this site can help you: https://wordnet.princeton.edu/. Source: over 1 year ago

What I'd do is work with a huge database like WordNet and then try to "extrapolate" BIP39 to 4096 words by creating queries against WordNet to obtain words meeting the constraints you'd like to keep. Source: over 1 year ago

Sorry to hear this and good on you for posting and reaching out.. There has been some great advice already about counselling and journalling. Also, I recommend meditation (something I am trying to do more of, as my head is busy). This app is great - https://meditofoundation.org/medito-app. Source: 12 months ago

I would also suggest using a timer app like Medito which is completely free and try to start off with 5 to 10 minutes sessions as many days a week as you can. Source: about 1 year ago

There's a great (totally free) app, medito, which has lessons that I think are some of the best introduction to getting meaningful results from meditation. Source: over 1 year ago

Use the prayer time as mindfulness meditation. Here's a free one. Source: over 1 year ago

Feeling Good by David D Burns, Free meditation app,Paid meditation app,Vipassana on YouTube. Source: over 1 year ago