DomainNet

홈페이지 · 논문 753편

DomainNet is a dataset of common objects in six different domain. All domains include 345 categories (classes) of objects such as Bracelet, plane, bird and cello. The domains include clipart: collection of clipart images; real: photos and real world images; sketch: sketches of specific objects; infograph: infographic images with specific object; painting artistic depictions of objects in the form of paintings and quickdraw: drawings of the worldwide players of game “Quick Draw!”. Source: What is being transferred in transfer learning? Image Source: http://ai.bu.edu/M3SDA/

Images

벤치마크

Domain Generalization on DomainNet 결과 76개

Universal Domain Adaptation on DomainNet 결과 24개

Unsupervised Domain Adaptation on DomainNet 결과 8개

Domain Adaptation on DomainNet 결과 4개

Multi-target Domain Adaptation on DomainNet 결과 4개

Partial Domain Adaptation on DomainNet 결과 3개

Blended-target Domain Adaptation on DomainNet 결과 2개