Search Results for author: Soumye Singhal

Found 6 papers, 1 papers with code

Multi-label Iterated Learning for Image Classification with Label Ambiguity

1 code implementation23 Nov 2021 Sai Rajeswar, Pau Rodriguez, Soumye Singhal, David Vazquez, Aaron Courville

We also show that MILe is effective reducing label noise, achieving state-of-the-art performance on real-world large-scale noisy data such as WebVision.

Image Classification Multi-Label Learning +1

Overcoming Label Ambiguity with Multi-label Iterated Learning

no code implementations29 Sep 2021 Sai Rajeswar Mudumba, Pau Rodriguez, Soumye Singhal, David Vazquez, Aaron Courville

This ambiguity biases models towards a single prediction, which could result in the suppression of classes that tend to co-occur in the data.

Multi-Label Learning Transfer Learning

Countering Language Drift with Seeded Iterated Learning

no code implementations ICML 2020 Yuchen Lu, Soumye Singhal, Florian Strub, Olivier Pietquin, Aaron Courville

At each time step, the teacher is created by copying the student agent, before being finetuned to maximize task completion.

Translation

Jointly Trained Image and Video Generation using Residual Vectors

no code implementations17 Dec 2019 Yatin Dandi, Aniket Das, Soumye Singhal, Vinay P. Namboodiri, Piyush Rai

The proposed model allows minor variations in content across frames while maintaining the temporal dependence through latent vectors encoding the pose or motion features.

Disentanglement Image Generation +1

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