SOTAVerified

Visual Reasoning

Ability to understand actions and reasoning associated with any visual images

Papers

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Showing 501–550 of 698 papers

TitleStatusHype
Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions—0
Spatial Knowledge Distillation to aid Visual Reasoning—0
SwitchCIT: Switching for Continual Instruction Tuning—0
Synthetic Visual Genome—0
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis—0
Systematic Abductive Reasoning via Diverse Relation Representations in Vector-symbolic Architecture—0
Take A Step Back: Rethinking the Two Stages in Visual Reasoning—0
Test-time Distribution Learning Adapter for Cross-modal Visual Reasoning—0
TextCaps: a Dataset for Image Captioning with Reading Comprehension—0
The Eye of Sherlock Holmes: Uncovering User Private Attribute Profiling via Vision-Language Model Agentic Framework—0
The Role of Chain-of-Thought in Complex Vision-Language Reasoning Task—0
The role of object-centric representations, guided attention, and external memory on generalizing visual relations—0
Think-Program-reCtify: 3D Situated Reasoning with Large Language Models—0
Towards A Unified Neural Architecture for Visual Recognition and Reasoning—0
Towards Generative Abstract Reasoning: Completing Raven's Progressive Matrix via Rule Abstraction and Selection—0
Towards Grounded Visual Spatial Reasoning in Multi-Modal Vision Language Models—0
Towards Truly Zero-shot Compositional Visual Reasoning with LLMs as Programmers—0
Towards Unsupervised Visual Reasoning: Do Off-The-Shelf Features Know How to Reason?—0
Towards Visual Discrimination and Reasoning of Real-World Physical Dynamics: Physics-Grounded Anomaly Detection—0
Transfer Learning in Visual and Relational Reasoning—0
Transformers in Vision: A Survey—0
Transformers Utilization in Chart Understanding: A Review of Recent Advances & Future Trends—0
Tree-of-Mixed-Thought: Combining Fast and Slow Thinking for Multi-hop Visual Reasoning—0
TRRNet: Tiered Relation Reasoning for Compositional Visual Question Answering—0
TVBench: Redesigning Video-Language Evaluation—0
Understanding and Constructing Latent Modality Structures in Multi-modal Representation Learning—0
Understanding the computational demands underlying visual reasoning—0
Understand, Think, and Answer: Advancing Visual Reasoning with Large Multimodal Models—0
Unifying Vision-Language Representation Space with Single-tower Transformer—0
Grounded Object Centric Learning—0
VALSE: A Task-Independent Benchmark for Vision and Language Models centered on Linguistic Phenomena—0
VERIFY: A Benchmark of Visual Explanation and Reasoning for Investigating Multimodal Reasoning Fidelity—0
VGR: Visual Grounded Reasoning—0
Video Captioning Using Weak Annotation—0
ViLEM: Visual-Language Error Modeling for Image-Text Retrieval—0
VisAidMath: Benchmarking Visual-Aided Mathematical Reasoning—0
VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning—0
VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models—0
Visionary-R1: Mitigating Shortcuts in Visual Reasoning with Reinforcement Learning—0
VISREAS: Complex Visual Reasoning with Unanswerable Questions—0
Abstract Visual Reasoning Enabled by Language—0
Visual Agentic AI for Spatial Reasoning with a Dynamic API—0
Visual Analytics of Neuron Vulnerability to Adversarial Attacks on Convolutional Neural Networks—0
Visual Commonsense based Heterogeneous Graph Contrastive Learning—0
Visual Entailment: A Novel Task for Fine-Grained Image Understanding—0
Visual In-Context Learning for Large Vision-Language Models—0
Visual Language Models show widespread visual deficits on neuropsychological tests—0
A Continual Learning Paradigm for Non-differentiable Visual Programming Frameworks on Visual Reasoning Tasks—0
VisualPuzzles: Decoupling Multimodal Reasoning Evaluation from Domain Knowledge—0
Visual Question Answering in the Medical Domain—0
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All datasetsWinogroundNLVR2 DevNLVR2 TestCLEVRERBongard-OpenWorldWinoGAViLVSRPHYRE-1B-CrossPHYRE-1B-WithinVASRIRFL: Image Recognition of Figurative LanguageNLVR

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4o + CAText Score75.5—Unverified
2GPT-4V (CoT, pick b/w two options)Text Score75.25—Unverified
3GPT-4V (pick b/w two options)Text Score69.25—Unverified
4MMICL + CoCoTText Score64.25—Unverified
5GPT-4V + CoCoTText Score58.5—Unverified
6OpenFlamingo + CoCoTText Score58.25—Unverified
7GPT-4VText Score54.5—Unverified
8FIBER (EqSim)Text Score51.5—Unverified
9FIBER (finetuned, Flickr30k)Text Score51.25—Unverified
10MMICL + CCoTText Score51—Unverified
#ModelMetricClaimedVerifiedStatus
1BEiT-3Accuracy91.51—Unverified
2X2-VLM (large)Accuracy88.7—Unverified
3XFM (base)Accuracy87.6—Unverified
4X2-VLM (base)Accuracy86.2—Unverified
5CoCaAccuracy86.1—Unverified
6VLMoAccuracy85.64—Unverified
7VK-OODAccuracy84.6—Unverified
8SimVLMAccuracy84.53—Unverified
9X-VLM (base)Accuracy84.41—Unverified
10VK-OODAccuracy83.9—Unverified
#ModelMetricClaimedVerifiedStatus
1BEiT-3Accuracy92.58—Unverified
2X2-VLM (large)Accuracy89.4—Unverified
3XFM (base)Accuracy88.4—Unverified
4CoCaAccuracy87—Unverified
5X2-VLM (base)Accuracy87—Unverified
6VLMoAccuracy86.86—Unverified
7SimVLMAccuracy85.15—Unverified
8X-VLM (base)Accuracy84.76—Unverified
9BLIP-129MAccuracy83.09—Unverified
10ALBEF (14M)Accuracy82.55—Unverified
#ModelMetricClaimedVerifiedStatus
1AI CoreAverage-per ques.95.24—Unverified
2redherringAverage-per ques.91.14—Unverified
3VRDPAverage-per ques.90.24—Unverified
4FightttttAverage-per ques.88.71—Unverified
5neuralAverage-per ques.88.27—Unverified
6NERVAverage-per ques.88.05—Unverified
7DCLAverage-per ques.75.52—Unverified
8troublesolverAverage-per ques.73.3—Unverified
9v0.1Average-per ques.73.1—Unverified
10First_testAverage-per ques.69.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Gemini-2.0 + CA2-Class Accuracy93.6—Unverified
2GPT-4o + CA2-Class Accuracy92.8—Unverified
3Human2-Class Accuracy91—Unverified
4SNAIL2-Class Accuracy64—Unverified
5InstructBLIP + GPT-42-Class Accuracy63.8—Unverified
6BLIP-2 + ChatGPT (Fine-tuned)2-Class Accuracy63.3—Unverified
7InstructBLIP + ChatGPT + Neuro-Symbolic2-Class Accuracy55.5—Unverified
8ChatCaptioner + ChatGPT2-Class Accuracy49.3—Unverified
9Otter2-Class Accuracy49.3—Unverified
#ModelMetricClaimedVerifiedStatus
1HumansJaccard Index90—Unverified
2ViLT (Zero-Shot)Jaccard Index52—Unverified
3X-VLM (Zero-Shot)Jaccard Index46—Unverified
4CLIP-ViT-B/32 (Zero-Shot)Jaccard Index41—Unverified
5CLIP-ViT-L/14 (Zero-Shot)Jaccard Index40—Unverified
6CLIP-RN50x64/14 (Zero-Shot)Jaccard Index38—Unverified
7CLIP-RN50 (Zero-Shot)Jaccard Index35—Unverified
8CLIP-ViL (Zero-Shot)Jaccard Index15—Unverified
#ModelMetricClaimedVerifiedStatus
1LXMERTaccuracy70.1—Unverified
2ViLTaccuracy69.3—Unverified
3CLIP (finetuned)accuracy65.1—Unverified
4CLIP (frozen)accuracy56—Unverified
5VisualBERTaccuracy55.2—Unverified
#ModelMetricClaimedVerifiedStatus
1RPINAUCCESS42.2—Unverified
2Dec[Joint]1fAUCCESS40.3—Unverified
3Dynamics-Aware DQNAUCCESS39.9—Unverified
4DQNAUCCESS36.8—Unverified
#ModelMetricClaimedVerifiedStatus
1Dynamics-Aware DQNAUCCESS85.2—Unverified
2RPINAUCCESS85.2—Unverified
3Dec[Joint]1fAUCCESS80—Unverified
4DQNAUCCESS77.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Swin1:1 Accuracy52.9—Unverified
2ConvNeXt1:1 Accuracy51.2—Unverified
3ViT1:1 Accuracy50.3—Unverified
4DEiT1:1 Accuracy47.2—Unverified
#ModelMetricClaimedVerifiedStatus
1Humans1-of-100 Accuracy100—Unverified
#ModelMetricClaimedVerifiedStatus
1VisualBERTAccuracy (Dev)67.4—Unverified