SOTAVerified

Visual Reasoning

Ability to understand actions and reasoning associated with any visual images

Papers

Showing 501550 of 698 papers

TitleStatusHype
CLIP-Powered TASS: Target-Aware Single-Stream Network for Audio-Visual Question Answering0
Visual Structures Helps Visual Reasoning: Addressing the Binding Problem in VLMs0
Same-different problems strain convolutional neural networks0
VisualToolAgent (VisTA): A Reinforcement Learning Framework for Visual Tool Selection0
SciVerse: Unveiling the Knowledge Comprehension and Visual Reasoning of LMMs on Multi-modal Scientific Problems0
Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models0
CityLoc: 6DoF Pose Distributional Localization for Text Descriptions in Large-Scale Scenes with Gaussian Representation0
Chop Chop BERT: Visual Question Answering by Chopping VisualBERT's Heads0
Seeing the Intangible: Survey of Image Classification into High-Level and Abstract Categories0
Chitrarth: Bridging Vision and Language for a Billion People0
Chat2Layout: Interactive 3D Furniture Layout with a Multimodal LLM0
ChartReasoner: Code-Driven Modality Bridging for Long-Chain Reasoning in Chart Question Answering0
ChartNet: Visual Reasoning over Statistical Charts using MAC-Networks0
ChartMuseum: Testing Visual Reasoning Capabilities of Large Vision-Language Models0
SelfEval: Leveraging the discriminative nature of generative models for evaluation0
Self-Segregating and Coordinated-Segregating Transformer for Focused Deep Multi-Modular Network for Visual Question Answering0
ChartBench: A Benchmark for Complex Visual Reasoning in Charts0
Shakti-VLMs: Scalable Vision-Language Models for Enterprise AI0
SHOP-VRB: A Visual Reasoning Benchmark for Object Perception0
Does Acceleration Cause Hidden Instability in Vision Language Models? Uncovering Instance-Level Divergence Through a Large-Scale Empirical Study0
Simple Token-Level Confidence Improves Caption Correctness0
Chain of Functions: A Programmatic Pipeline for Fine-Grained Chart Reasoning Data0
2nd Place Solution to the GQA Challenge 20190
Chain-of-Focus: Adaptive Visual Search and Zooming for Multimodal Reasoning via RL0
Slow Perception: Let's Perceive Geometric Figures Step-by-step0
VisuLogic: A Benchmark for Evaluating Visual Reasoning in Multi-modal Large Language Models0
SNIFFER: Multimodal Large Language Model for Explainable Out-of-Context Misinformation Detection0
Social-IQ: A Question Answering Benchmark for Artificial Social Intelligence0
Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions0
ViUniT: Visual Unit Tests for More Robust Visual Programming0
VL-BEiT: Generative Vision-Language Pretraining0
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language0
Can We Automate Diagrammatic Reasoning?0
Can VLMs be used on videos for action recognition? LLMs are Visual Reasoning Coordinators0
Spatial Knowledge Distillation to aid Visual Reasoning0
Adaptive recurrent vision performs zero-shot computation scaling to unseen difficulty levels0
VLM Q-Learning: Aligning Vision-Language Models for Interactive Decision-Making0
Cantor: Inspiring Multimodal Chain-of-Thought of MLLM0
Can MLLMs Guide Me Home? A Benchmark Study on Fine-Grained Visual Reasoning from Transit Maps0
CameraBench: Benchmarking Visual Reasoning in MLLMs via Photography0
SwitchCIT: Switching for Continual Instruction Tuning0
Synthetic Visual Genome0
SynthRL: Scaling Visual Reasoning with Verifiable Data Synthesis0
Systematic Abductive Reasoning via Diverse Relation Representations in Vector-symbolic Architecture0
Adaptive Discrete Communication Bottlenecks with Dynamic Vector Quantization0
Bridging the Gap: Exploring the Capabilities of Bridge-Architectures for Complex Visual Reasoning Tasks0
Take A Step Back: Rethinking the Two Stages in Visual Reasoning0
VLM@school -- Evaluation of AI image understanding on German middle school knowledge0
World-aware Planning Narratives Enhance Large Vision-Language Model Planner0
ACRE: Abstract Causal REasoning Beyond Covariation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GPT-4o + CAText Score75.5Unverified
2GPT-4V (CoT, pick b/w two options)Text Score75.25Unverified
3GPT-4V (pick b/w two options)Text Score69.25Unverified
4MMICL + CoCoTText Score64.25Unverified
5GPT-4V + CoCoTText Score58.5Unverified
6OpenFlamingo + CoCoTText Score58.25Unverified
7GPT-4VText Score54.5Unverified
8FIBER (EqSim)Text Score51.5Unverified
9FIBER (finetuned, Flickr30k)Text Score51.25Unverified
10MMICL + CCoTText Score51Unverified
#ModelMetricClaimedVerifiedStatus
1BEiT-3Accuracy91.51Unverified
2X2-VLM (large)Accuracy88.7Unverified
3XFM (base)Accuracy87.6Unverified
4X2-VLM (base)Accuracy86.2Unverified
5CoCaAccuracy86.1Unverified
6VLMoAccuracy85.64Unverified
7VK-OODAccuracy84.6Unverified
8SimVLMAccuracy84.53Unverified
9X-VLM (base)Accuracy84.41Unverified
10VK-OODAccuracy83.9Unverified
#ModelMetricClaimedVerifiedStatus
1BEiT-3Accuracy92.58Unverified
2X2-VLM (large)Accuracy89.4Unverified
3XFM (base)Accuracy88.4Unverified
4X2-VLM (base)Accuracy87Unverified
5CoCaAccuracy87Unverified
6VLMoAccuracy86.86Unverified
7SimVLMAccuracy85.15Unverified
8X-VLM (base)Accuracy84.76Unverified
9BLIP-129MAccuracy83.09Unverified
10ALBEF (14M)Accuracy82.55Unverified
#ModelMetricClaimedVerifiedStatus
1AI CoreAverage-per ques.95.24Unverified
2redherringAverage-per ques.91.14Unverified
3VRDPAverage-per ques.90.24Unverified
4FightttttAverage-per ques.88.71Unverified
5neuralAverage-per ques.88.27Unverified
6NERVAverage-per ques.88.05Unverified
7DCLAverage-per ques.75.52Unverified
8troublesolverAverage-per ques.73.3Unverified
9v0.1Average-per ques.73.1Unverified
10First_testAverage-per ques.69.65Unverified
#ModelMetricClaimedVerifiedStatus
1Gemini-2.0 + CA2-Class Accuracy93.6Unverified
2GPT-4o + CA2-Class Accuracy92.8Unverified
3Human2-Class Accuracy91Unverified
4SNAIL2-Class Accuracy64Unverified
5InstructBLIP + GPT-42-Class Accuracy63.8Unverified
6BLIP-2 + ChatGPT (Fine-tuned)2-Class Accuracy63.3Unverified
7InstructBLIP + ChatGPT + Neuro-Symbolic2-Class Accuracy55.5Unverified
8ChatCaptioner + ChatGPT2-Class Accuracy49.3Unverified
9Otter2-Class Accuracy49.3Unverified
#ModelMetricClaimedVerifiedStatus
1HumansJaccard Index90Unverified
2ViLT (Zero-Shot)Jaccard Index52Unverified
3X-VLM (Zero-Shot)Jaccard Index46Unverified
4CLIP-ViT-B/32 (Zero-Shot)Jaccard Index41Unverified
5CLIP-ViT-L/14 (Zero-Shot)Jaccard Index40Unverified
6CLIP-RN50x64/14 (Zero-Shot)Jaccard Index38Unverified
7CLIP-RN50 (Zero-Shot)Jaccard Index35Unverified
8CLIP-ViL (Zero-Shot)Jaccard Index15Unverified
#ModelMetricClaimedVerifiedStatus
1LXMERTaccuracy70.1Unverified
2ViLTaccuracy69.3Unverified
3CLIP (finetuned)accuracy65.1Unverified
4CLIP (frozen)accuracy56Unverified
5VisualBERTaccuracy55.2Unverified
#ModelMetricClaimedVerifiedStatus
1RPINAUCCESS42.2Unverified
2Dec[Joint]1fAUCCESS40.3Unverified
3Dynamics-Aware DQNAUCCESS39.9Unverified
4DQNAUCCESS36.8Unverified
#ModelMetricClaimedVerifiedStatus
1RPINAUCCESS85.2Unverified
2Dynamics-Aware DQNAUCCESS85.2Unverified
3Dec[Joint]1fAUCCESS80Unverified
4DQNAUCCESS77.6Unverified
#ModelMetricClaimedVerifiedStatus
1Swin1:1 Accuracy52.9Unverified
2ConvNeXt1:1 Accuracy51.2Unverified
3ViT1:1 Accuracy50.3Unverified
4DEiT1:1 Accuracy47.2Unverified
#ModelMetricClaimedVerifiedStatus
1Humans1-of-100 Accuracy100Unverified
#ModelMetricClaimedVerifiedStatus
1VisualBERTAccuracy (Dev)67.4Unverified