SOTAVerified

Visual Reasoning

Ability to understand actions and reasoning associated with any visual images

Papers

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Showing 651–698 of 698 papers

TitleStatusHype
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward MechanismCode0
Smart Home Appliances: Chat with Your FridgeCode0
ChartSketcher: Reasoning with Multimodal Feedback and Reflection for Chart UnderstandingCode0
HALLUCINOGEN: A Benchmark for Evaluating Object Hallucination in Large Visual-Language ModelsCode0
Visual Choice of Plausible Alternatives: An Evaluation of Image-based Commonsense Causal ReasoningCode0
Socratic Questioning: Learn to Self-guide Multimodal Reasoning in the WildCode0
Solving ARC visual analogies with neural embeddings and vector arithmetic: A generalized methodCode0
GAMR: A Guided Attention Model for (visual) ReasoningCode0
Mapping Natural Language Commands to Web ElementsCode0
LVLM-Compress-Bench: Benchmarking the Broader Impact of Large Vision-Language Model CompressionCode0
Cascaded Mutual Modulation for Visual ReasoningCode0
STAR-R1: Spacial TrAnsformation Reasoning by Reinforcing Multimodal LLMsCode0
Stop Pre-Training: Adapt Visual-Language Models to Unseen LanguagesCode0
Leveraging Vision-Language Models for Visual Grounding and Analysis of Automotive UICode0
Leveraging Large Language Models for Scalable Vector Graphics-Driven Image UnderstandingCode0
Learning Visual Reasoning Without Strong PriorsCode0
Visual Contexts Clarify Ambiguous Expressions: A Benchmark DatasetCode0
VURF: A General-purpose Reasoning and Self-refinement Framework for Video UnderstandingCode0
GPT4SGG: Synthesizing Scene Graphs from Holistic and Region-specific NarrativesCode0
Weakly Supervised Relative Spatial Reasoning for Visual Question AnsweringCode0
Systematic Visual Reasoning through Object-Centric Relational AbstractionCode0
Learning Visual Abstract Reasoning through Dual-Stream NetworksCode0
FigureQA: An Annotated Figure Dataset for Visual ReasoningCode0
TDBench: Benchmarking Vision-Language Models in Understanding Top-Down ImagesCode0
Techniques for Symbol Grounding with SATNetCode0
Temporal Reasoning via Audio Question AnsweringCode0
A Dual-Attention Learning Network with Word and Sentence Embedding for Medical Visual Question AnsweringCode0
Learning to reason over visual objectsCode0
Explainable and Explicit Visual Reasoning over Scene GraphsCode0
TGraphX: Tensor-Aware Graph Neural Network for Multi-Dimensional Feature LearningCode0
The Abduction of Sherlock Holmes: A Dataset for Visual Abductive ReasoningCode0
Weakly-supervised Semantic Parsing with Abstract ExamplesCode0
Five Points to Check when Comparing Visual Perception in Humans and MachinesCode0
Enforcing Consistency in Weakly Supervised Semantic ParsingCode0
Bottom-Up Shift and Reasoning for Referring Image SegmentationCode0
Thinking with Generated ImagesCode0
Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Learning to Compose: Improving Object Centric Learning by Injecting CompositionalityCode0
Learning to Collocate Visual-Linguistic Neural Modules for Image CaptioningCode0
Learning logic programs by discovering higher-order abstractionsCode0
Toward Building General Foundation Models for Language, Vision, and Vision-Language Understanding TasksCode0
Toward Multi-Granularity Decision-Making: Explicit Visual Reasoning with Hierarchical KnowledgeCode0
Visual Question Answering From Another Perspective: CLEVR Mental Rotation TestsCode0
Differentiable Scene GraphsCode0
Bongard in Wonderland: Visual Puzzles that Still Make AI Go Mad?Code0
Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial ChallengesCode0
Visual Reasoning by Progressive Module NetworksCode0
A Corpus for Reasoning About Natural Language Grounded in PhotographsCode0
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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
4X2-VLM (base)Accuracy87—Unverified
5CoCaAccuracy87—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
1RPINAUCCESS85.2—Unverified
2Dynamics-Aware DQNAUCCESS85.2—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