SOTAVerified

Visual Reasoning

Ability to understand actions and reasoning associated with any visual images

Papers

Showing 401–450 of 698 papers

TitleStatusHype
Boosting Cross-task Transferability of Adversarial Patches with Visual Relations—0
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language—0
Explainable AI And Visual Reasoning: Insights From Radiology—0
Navigating to Objects Specified by Images—0
Going Beyond Nouns With Vision & Language Models Using Synthetic DataCode1
Your Diffusion Model is Secretly a Zero-Shot ClassifierCode2
Curriculum Learning for Compositional Visual Reasoning—0
IRFL: Image Recognition of Figurative LanguageCode1
Equivariant Similarity for Vision-Language Foundation ModelsCode1
NS3D: Neuro-Symbolic Grounding of 3D Objects and RelationsCode1
Is BERT Blind? Exploring the Effect of Vision-and-Language Pretraining on Visual Language UnderstandingCode1
Abstract Visual Reasoning: An Algebraic Approach for Solving Raven's Progressive MatricesCode1
3D Concept Learning and Reasoning from Multi-View Images—0
Divide and Conquer: Answering Questions with Object Factorization and Compositional ReasoningCode1
ChatGPT Asks, BLIP-2 Answers: Automatic Questioning Towards Enriched Visual DescriptionsCode2
Understanding and Constructing Latent Modality Structures in Multi-modal Representation Learning—0
Accountable Textual-Visual Chat Learns to Reject Human Instructions in Image Re-creationCode0
Abstract Visual Reasoning Enabled by Language—0
Visual Analytics of Neuron Vulnerability to Adversarial Attacks on Convolutional Neural Networks—0
Learning to reason over visual objectsCode0
Jointly Visual- and Semantic-Aware Graph Memory Networks for Temporal Sentence Localization in Videos—0
Explicit3D: Graph Network with Spatial Inference for Single Image 3D Object Detection—0
Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Learning to Agree on Vision Attention for Visual Commonsense Reasoning—0
Multimodality Representation Learning: A Survey on Evolution, Pretraining and Its ApplicationsCode1
UPop: Unified and Progressive Pruning for Compressing Vision-Language TransformersCode1
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language ModelsCode4
Toward Building General Foundation Models for Language, Vision, and Vision-Language Understanding TasksCode0
See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual ReasoningCode1
A Divide-Align-Conquer Strategy for Program Synthesis—0
Open Set Video HOI detection from Action-Centric Chain-of-Look Prompting—0
Toward Multi-Granularity Decision-Making: Explicit Visual Reasoning with Hierarchical KnowledgeCode0
Graph Representation for Order-Aware Visual Transformation—0
ViLEM: Visual-Language Error Modeling for Image-Text Retrieval—0
Unicode Analogies: An Anti-Objectivist Visual Reasoning ChallengeCode0
Image as a Foreign Language: BEiT Pretraining for Vision and Vision-Language Tasks—0
Context-Aware Alignment and Mutual Masking for 3D-Language Pre-TrainingCode1
EuclidNet: Deep Visual Reasoning for Constructible Problems in Geometry—0
VQA and Visual Reasoning: An Overview of Recent Datasets, Methods and Challenges—0
Cross-modal Attention Congruence Regularization for Vision-Language Relation AlignmentCode1
Towards Unsupervised Visual Reasoning: Do Off-The-Shelf Features Know How to Reason?—0
MIST: Multi-modal Iterative Spatial-Temporal Transformer for Long-form Video Question AnsweringCode1
Position-guided Text Prompt for Vision-Language Pre-trainingCode1
Benchmarking Robustness of Multimodal Image-Text Models under Distribution ShiftCode1
VASR: Visual Analogies of Situation RecognitionCode0
Does Structural Attention Improve Compositional Representations in Vision-Language Models?—0
Visual Question Answering From Another Perspective: CLEVR Mental Rotation TestsCode0
Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual ReasoningCode1
Abstract Visual Reasoning with Tangram Shapes—0
Perceive, Ground, Reason, and Act: A Benchmark for General-purpose Visual RepresentationCode1
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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