Uncurated image-text datasets: Shedding light on demographic bias
The increasing tendency to collect large and uncurated datasets to train vision-and-
language models has raised concerns about fair representations. It is known that even small …
language models has raised concerns about fair representations. It is known that even small …
Evaluating bias and fairness in gender-neutral pretrained vision-and-language models
Pretrained machine learning models are known to perpetuate and even amplify existing
biases in data, which can result in unfair outcomes that ultimately impact user experience …
biases in data, which can result in unfair outcomes that ultimately impact user experience …
Adventures of Trustworthy Vision-Language Models: A Survey
Recently, transformers have become incredibly popular in computer vision and vision-
language tasks. This notable rise in their usage can be primarily attributed to the capabilities …
language tasks. This notable rise in their usage can be primarily attributed to the capabilities …