Visual Reasoning

What is Visual Reasoning? As mentioned above, Visual Reasoning is all about solving logical reasoning questions by representing the given question in

This paper introduces a visual reasoning model composed of interaction of seeing, imagining and drawing that has eight components of perception, analysis

Visual reasoning tasks such as visual question answering (VQA) require an interplay of visual perception with reasoning about the question se- mantics grounded

5 Oct 2025 In addition, we adapt the GRPO algorithm to conduct reinforce- ment learning on latent reasoning, further balancing LVR and textual generation

existing benchmarks that rely on textual reasoning, Math-VR requires deep visual reasoning to resolve the math problems. (2) shows that on a visually

Hidden figure test is one more type of problem that one may encounter in visual reasoning. A simple figure is given. One has to identify it in more complex

To clarify this ambiguity, we systematically benchmark and dissect the zero-shot visual reasoning capabilities of VLMs through synthetic datasets that require

11 Aug 2024 However, aligning questions with the region of interest in the image breaks down visual reasoning task into perception (object detection and

Visual reasoning is a core component of human intelligence and a critical capability for advanced multimodal models. Yet current reasoning evaluations of

As mentioned above, Visual Reasoning is all about solving logical reasoning questions by representing the given question in graphical form to understand and to

We conduct experiments on a range of knowledge-based visual reasoning datasets. We found our. VCTP enjoys several benefits, 1 it achieves better perfor- mance

The visual reasoning system to be built in this study aims to create a visual inference AI consisting only of images, away from reasoning dependent on

How- ever, we show that high final-answer accuracy often hides unfaithful visual reasoning: models may invoke tools on irrelevant regions or ignore tool outputs

We show that FiLM layers are highly effective for visual reasoning — answering image-related questions which require a multi-step, high-level process — a task

Visual reasoning abilities play a crucial role in understanding complex multimodal data, advancing both domain-specific applications and artificial general

Visual reasoning is a core component of human intelligence and a critical capability for advanced multimodal models. Yet current reasoning evaluations of

21 Sept 2026 What impact does scale have on visual reasoning6? ○ Is the choice of vision encoder more important than the training strategy? ○ Do different

This survey paper delves into data- and knowledge-driven scene repre- sentation and visual reasoning approaches based on deep learning, common sense knowledge

5 May 2026 ABSTRACT Recent advances in visual representation learning allowed for the construction of a plethora of powerful features that are ready to

12 Feb 2026 These weaknesses pose a risk for classroom use on visual reasoning problems, with the potential for incorrect marking, false scaffolding, and