Diverse Instance Discovery: Vision-Transformer for Instance-Aware Multi-Label Image Recognition. (arXiv:2204.10731v1 [cs.CV])

Previous works on multi-label image recognition (MLIR) usually use CNNs as a
starting point for research. In this paper, we take pure Vision Transformer
(ViT) as the research base and make full use of the advantages of Transformer
with long-range dependency modeling to circumvent the disadvantages of CNNs
limited to local receptive field. However, for multi-label images containing
multiple objects from different categories, scales, and spatial relations, it
is not optimal to use global information alone. Our goal is to …

arxiv cv discovery image image recognition transformer vision vision-transformer