DomainNet
ImagesCustom (research-only, non-commercial)Introduced 2019-01-01
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/
Benchmarks
Domain Adaptation/AccuracyDomain Adaptation/Average AccuracyDomain Adaptation/H-ScoreDomain Adaptation/Source-freeDomain Adaptation/Accuracy (%)Domain Generalization/Average AccuracyMulti-target Domain Adaptation/AccuracyUniversal Domain Adaptation/H-ScoreUniversal Domain Adaptation/Source-freeUnsupervised Domain Adaptation/Accuracy