Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: IQ-VQA: Intelligent Visual Question Answering   Even though there has been tremendous progress in the field of Visual
Question Answering, models today still tend to be inconsistent and brittle. To
this end, we propose a model-independent cyclic framework which increases
consistency and robustness of any VQA architecture. We train our models to
answer the original question, generate an implication based on the answer and
then also learn to answer the generated implication correctly. As a part of the
cyclic framework, we propose a novel implication generator which can generate
implied questions from any question-answer pair. As a baseline for future works
on consistency, we provide a new human annotated VQA-Implications dataset. The
dataset consists of ~30k questions containing implications of 3 types - Logical
Equivalence, Necessary Condition and Mutual Exclusion - made from the VQA v2.0
validation dataset. We show that our framework improves consistency of VQA
models by ~15% on the rule-based dataset, ~7% on VQA-Implications dataset and
robustness by ~2%, without degrading their performance. In addition, we also
quantitatively show improvement in attention maps which highlights better
multi-modal understanding of vision and language.

29
The categories of this paper are: funct-an
3
The categories of this paper are: physics
19
The categories of this paper are: eess
2
The categories of this paper are: math
33
The categories of this paper are: plasm-ph
6
The categories of this paper are: astro-ph
25
The categories of this paper are: patt-sol
27
The categories of this paper are: comp-gas
10
The categories of this paper are: q-bio
0
The categories of this paper are: hep-ph
11
The categories of this paper are: hep-lat
16
The categories of this paper are: stat
18
The categories of this paper are: econ
22
The categories of this paper are: chao-dyn
26
The categories of this paper are: bayes-an
12
The categories of this paper are: nucl-th