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cs.CV2018
Explicit Bias Discovery in Visual Question Answering Models
Varun Manjunatha, Nirat Saini, Larry S. Davis
Researchers have observed that Visual Question Answering (VQA) models tend to answer questions by learning statistical biases in the data. For example, their answer to the question…
cs.CV2018
Learning to Color from Language
Varun Manjunatha, Mohit Iyyer, Jordan Boyd-Graber +1
Automatic colorization is the process of adding color to greyscale images. We condition this process on language, allowing end users to manipulate a colorized image by feeding in d…
cs.CV2018
Class Subset Selection for Transfer Learning using Submodularity
Varun Manjunatha, Srikumar Ramalingam, Tim K. Marks +1
In recent years, it is common practice to extract fully-connected layer (fc) features that were learned while performing image classification on a source dataset, such as ImageNet,…