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Visual Question Answering

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Showing 1201–1250 of 2177 papers

TitleStatusHype
Chain of Thought Prompt Tuning in Vision Language Models—0
PDFVQA: A New Dataset for Real-World VQA on PDF Documents—0
CLIP-Guided Vision-Language Pre-training for Question Answering in 3D ScenesCode1
Advancing Medical Imaging with Language Models: A Journey from N-grams to ChatGPT—0
Boosting Cross-task Transferability of Adversarial Patches with Visual Relations—0
CAVL: Learning Contrastive and Adaptive Representations of Vision and Language—0
Multilingual Augmentation for Robust Visual Question Answering in Remote Sensing Images—0
Improving Visual Question Answering Models through Robustness Analysis and In-Context Learning with a Chain of Basic Questions—0
I2I: Initializing Adapters with Improvised KnowledgeCode1
Locate Then Generate: Bridging Vision and Language with Bounding Box for Scene-Text VQA—0
SC-ML: Self-supervised Counterfactual Metric Learning for Debiased Visual Question Answering—0
Q2ATransformer: Improving Medical VQA via an Answer Querying Decoder—0
Instance-Level Trojan Attacks on Visual Question Answering via Adversarial Learning in Neuron Activation Space—0
A Study of Autoregressive Decoders for Multi-Tasking in Computer Vision—0
MaMMUT: A Simple Architecture for Joint Learning for MultiModal TasksCode0
Curriculum Learning for Compositional Visual Reasoning—0
Integrating Image Features with Convolutional Sequence-to-sequence Network for Multilingual Visual Question AnsweringCode0
TIFA: Accurate and Interpretable Text-to-Image Faithfulness Evaluation with Question AnsweringCode1
MM-REACT: Prompting ChatGPT for Multimodal Reasoning and ActionCode2
3D Concept Learning and Reasoning from Multi-View Images—0
Location-Free Scene Graph GenerationCode1
FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering—0
Logical Implications for Visual Question Answering ConsistencyCode0
GPT-4 Technical ReportCode6
Polar-VQA: Visual Question Answering on Remote Sensed Ice sheet Imagery from Polar Region—0
Vision-Language Models as Success Detectors—0
Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images—0
Open-Ended Medical Visual Question Answering Through Prefix Tuning of Language ModelsCode1
Understanding and Constructing Latent Modality Structures in Multi-modal Representation Learning—0
Toward Unsupervised Realistic Visual Question Answering—0
Interpretable Visual Question Answering Referring to Outside Knowledge—0
Graph Neural Networks in Vision-Language Image Understanding: A Survey—0
PaLM-E: An Embodied Multimodal Language ModelCode2
Knowledge-Based Counterfactual Queries for Visual Question Answering—0
VTQA: Visual Text Question Answering via Entity Alignment and Cross-Media ReasoningCode0
Prophet: Prompting Large Language Models with Complementary Answer Heuristics for Knowledge-based Visual Question AnsweringCode2
ConTEXTual Net: A Multimodal Vision-Language Model for Segmentation of PneumothoraxCode1
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairsCode1
MixPHM: Redundancy-Aware Parameter-Efficient Tuning for Low-Resource Visual Question AnsweringCode1
RAMM: Retrieval-augmented Biomedical Visual Question Answering with Multi-modal Pre-trainingCode1
VQA with Cascade of Self- and Co-Attention Blocks—0
Language Is Not All You Need: Aligning Perception with Language Models—0
Medical visual question answering using joint self-supervised learning—0
Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions?Code1
EVJVQA Challenge: Multilingual Visual Question Answering—0
VinVL+L: Enriching Visual Representation with Location Context in VQACode0
Reusable Slotwise Mechanisms—0
Few-shot Multimodal Multitask Multilingual Learning—0
Interpretable Medical Image Visual Question Answering via Multi-Modal Relationship Graph Learning—0
Bridge Damage Cause Estimation Using Multiple Images Based on Visual Question Answering—0
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All datasetsMM-VetViP-BenchVQA v2 test-devBenchLMMMMBenchV*benchVQA v2 valMSRVTT-QAVQA v2 test-stdMMHal-BenchMSVD-QAPlotQA-D1

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MMCTAgent (GPT-4 + GPT-4V)GPT-4 score74.24—Unverified
2Qwen2-VL-72BGPT-4 score74—Unverified
3InternVL2.5-78BGPT-4 score72.3—Unverified
4GPT-4o +text rationale +IoTGPT-4 score72.2—Unverified
5Lyra-ProGPT-4 score71.4—Unverified
6GLM-4V-PlusGPT-4 score71.1—Unverified
7Phantom-7BGPT-4 score70.8—Unverified
8InternVL2.5-38BGPT-4 score68.8—Unverified
9InternVL2-26B (SGP, token ratio 64%)GPT-4 score65.6—Unverified
10Baichuan-Omni (7B)GPT-4 score65.4—Unverified