Specifically, LMPT introduces the embedding loss function with class-aware soft margin and re-weighting to learn class-specific contexts with the benefit of textual descriptions (captions), which could help establish semantic relationships between classes, especially between the head and tail classes. performance synchronously on both head and tail classes.

In this work, we propose a unified framework for LTML, namely prompt tuning with class-specific embedding loss (LMPT), capturing the semantic feature interactions between categories by combining text and image modality data and improving the. Today, we honor Minna Canth on what would be her 137th birthday.Long-tailed multi-label visual recognition (LTML) task is a highly challenging task due to the label co-occurrence and imbalanced data distribution. Finland also celebrates her legacy every year with the Day of Equality, an observance of the advancements she made for equal treatment for all in Finland. Her memory is marked with a statue and museum in her hometown of Kuopio, as well as statues in the other towns she called home, Tampere and Jyväskylä. This meant that not only was Minna fighting for women, but for the visibility of Finland on the world stage. Minna was also one of the first writers to write in Finnish rather than Swedish. Shortly after, in 1907, Finland became the first country in the world to elect women to Parliament. Her most famous play is Työmiehen vaimo, about urban labor and life.She helped pave the way for Finnish women to become the first in Europe to win the right to vote in 1906. Through her literary work, Canth addressed social issues, pushing the envelope for workers' rights and women's freedoms. In 1878, she published her first book, a collection of short stories called Novelleja ja kertomuksia. After her husband’s death, Canth raised their 7 children alone, managed her family shop selling cloth, and developed her own writing.

Beginning with journalism, she edited and wrote for the newspaper Keski-Suomi, later going on to publish her own paper, Wapaita Aatteita, with A.B. Minna Canth pioneered Finland's spirit of equality.

Tyomiehen vaimo