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20172025
most citedVisDA-2021 Competition Universal Domain Adaptation to Improve Performance on Out-of-Distribution Data

9 citations · 22 across the 12 of their papers we have counts for

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Showing 2022Show all

2 papers · 1 filter

cs.CV2022★ 2 cited

Fine-grained Few-shot Recognition by Deep Object Parsing

Ruizhao Zhu, Pengkai Zhu, Samarth Mishra +1

We propose a new method for fine-grained few-shot recognition via deep object parsing. In our framework, an object is made up of K distinct parts and for each part, we learn a dict…

cs.CV2022

Learning Compositional Representations for Effective Low-Shot Generalization

Samarth Mishra, Pengkai Zhu, Venkatesh Saligrama

We propose Recognition as Part Composition (RPC), an image encoding approach inspired by human cognition. It is based on the cognitive theory that humans recognize complex objects…