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Sanjay Ranka

2 accepted papers

2022

Self-Supervised Robust Scene Flow Estimation via the Alignment of Probability Density Functions

AAAI 2022technical

In this paper, we present a new self-supervised scene flow estimation approach for a pair of consecutive point clouds. The key idea of our approach is to represent discrete point clouds as continuous probability density functions using Gaussian mixture models. Scene flow estimation is therefore conv…

Cited by 11SourcePDFScholar
2021

Efficient Iterative Amortized Inference for Learning Symmetric and Disentangled Multi-Object Representations

ICML 2021spotlight

Unsupervised multi-object representation learning depends on inductive biases to guide the discovery of object-centric representations that generalize. However, we observe that methods for learning these representations are either impractical due to long training times and large memory consumption o…