Detecting Twenty-Thousand Classes Using Image-Level Supervision

• Published in: Computer Vision - ECCV 2022 Vol. 13669; pp. 350 - 368
• Main Authors: Zhou, Xingyi, Girdhar, Rohit, Joulin, Armand, Krähenbühl, Philipp, Misra, Ishan
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer 01.01.2022; Springer Nature Switzerland
• Series: Lecture Notes in Computer Science

Current object detectors are limited in vocabulary size due to the small scale of detection datasets. Image classifiers, on the other hand, reason about much larger vocabularies, as their datasets are larger and easier to collect. We propose Detic, which simply trains the classifiers of a detector o...