SOTAVerified

Video Question Answering

Papers

Showing 351400 of 460 papers

TitleStatusHype
Video Question Answering Using CLIP-Guided Visual-Text Attention0
STOA-VLP: Spatial-Temporal Modeling of Object and Action for Video-Language Pre-training0
Efficient End-to-End Video Question Answering with Pyramidal Multimodal TransformerCode0
Semi-Parametric Video-Grounded Text Generation0
Temporal Perceiving Video-Language Pre-training0
Learning Trajectory-Word Alignments for Video-Language Tasks0
Discovering the Real Association: Multimodal Causal Reasoning in Video Question Answering0
Knowledge Proxy Intervention for Deconfounded Video Question Answering0
Exploring Temporal Concurrency for Video-Language Representation LearningCode0
HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training0
VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive Captioners0
SMAUG: Sparse Masked Autoencoder for Efficient Video-Language Pre-training0
Watching the News: Towards VideoQA Models that can Read0
CRIPP-VQA: Counterfactual Reasoning about Implicit Physical Properties via Video Question AnsweringCode0
LiteVL: Efficient Video-Language Learning with Enhanced Spatial-Temporal Modeling0
Composing Ensembles of Pre-trained Models via Iterative Consensus0
Dense but Efficient VideoQA for Intricate Compositional Reasoning0
Contrastive Video-Language Learning with Fine-grained Frame Sampling0
Locate before Answering: Answer Guided Question Localization for Video Question Answering0
Extending Compositional Attention Networks for Social Reasoning in VideosCode0
In-the-Wild Video Question Answering0
LAVIS: A Library for Language-Vision Intelligence0
OmniVL:One Foundation Model for Image-Language and Video-Language Tasks0
WildQA: In-the-Wild Video Question Answering0
Frame-Subtitle Self-Supervision for Multi-Modal Video Question Answering0
Video Question Answering with Iterative Video-Text Co-Tokenization0
Dynamic Multistep Reasoning based on Video Scene Graph for Video Question Answering0
0/1 Deep Neural Networks via Block Coordinate Descent0
Towards Fast Adaptation of Pretrained Contrastive Models for Multi-channel Video-Language RetrievalCode0
Structured Two-stream Attention Network for Video Question Answering0
Modality Alignment between Deep Representations for Effective Video-and-Language Learning0
Modeling Semantic Composition with Syntactic Hypergraph for Video Question Answering0
Multilevel Hierarchical Network with Multiscale Sampling for Video Question AnsweringCode0
Video Language Co-Attention with Multimodal Fast-Learning Feature Fusion for VideoQA0
Overview of the MedVidQA 2022 Shared Task on Medical Video Question-Answering0
Rethinking Multi-Modal Alignment in Video Question Answering from Feature and Sample Perspectives0
Measuring Compositional Consistency for Video Question Answering0
(2.5+1)D Spatio-Temporal Scene Graphs for Video Question Answering0
NEWSKVQA: Knowledge-Aware News Video Question Answering0
CoCo-BERT: Improving Video-Language Pre-training with Contrastive Cross-modal Matching and Denoising0
Learning from Inside: Self-driven Siamese Sampling and Reasoning for Video Question Answering0
LiVLR: A Lightweight Visual-Linguistic Reasoning Framework for Video Question Answering0
Fill-in-the-Blank: A Challenging Video Understanding Evaluation Framework0
CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractions0
Transferring Domain-Agnostic Knowledge in Video Question Answering0
The Multi-Modal Video Reasoning and Analyzing Competition0
Mounting Video Metadata on Transformer-based Language Model for Open-ended Video Question Answering0
Multi-Scale Progressive Attention Network for Video Question Answering0
CogME: A Cognition-Inspired Multi-Dimensional Evaluation Metric for Story Understanding0
Hierarchical Object-oriented Spatio-Temporal Reasoning for Video Question Answering0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1LinVT-Qwen2-VL (7B)Accuracy85.5Unverified
2InternVL-2.5(8B)Accuracy85.5Unverified
3VideoLLaMA3(7B)Accuracy84.5Unverified
4PLM-8BAccuracy84.1Unverified
5BIMBA-LLaVA-Qwen2-7BAccuracy83.73Unverified
6PLM-3BAccuracy83.4Unverified
7LLaVA-VideoAccuracy83.2Unverified
8NVILA(8B)Accuracy82.2Unverified
9Oryx-1.5(7B)Accuracy81.8Unverified
10Qwen2-VL(7B)Accuracy81.2Unverified
#ModelMetricClaimedVerifiedStatus
1GPT-2 + CLIP-14 + CLIP-multilingual (Zero-Shot)Accuracy61.2Unverified
2GPT-2 + CLIP-32 (Zero-Shot)Accuracy58.4Unverified
3VideoCoCaAccuracy56.1Unverified
4Mirasol3BAccuracy51.13Unverified
5VASTAccuracy50.4Unverified
6COSAAccuracy49.9Unverified
7MA-LMMAccuracy49.8Unverified
8VideoChat2Accuracy49.1Unverified
9VALORAccuracy48.6Unverified
10UMT-L (ViT-L/16)Accuracy47.9Unverified
#ModelMetricClaimedVerifiedStatus
1Seed1.5-VL thinkingAverage Accuracy63.6Unverified
2PLM-8BAverage Accuracy63.5Unverified
3Seed1.5-VLAverage Accuracy61.5Unverified
4V-JEPA 2 ViT-g 8BAverage Accuracy60.6Unverified
5PLM-3BAverage Accuracy58.9Unverified
6RRPOAverage Accuracy56.5Unverified
7Tarsier-34BAverage Accuracy55.5Unverified
8Tarsier2-7BAverage Accuracy54.7Unverified
9Qwen2-VL-72BAverage Accuracy52.7Unverified
10IXC-2.5 7BAverage Accuracy51.6Unverified
#ModelMetricClaimedVerifiedStatus
1LinVT-Qwen2-VL (7B)Avg.69.3Unverified
2Tarsier (34B)Avg.67.6Unverified
3InternVideo2Avg.67.2Unverified
4LongVU (7B)Avg.66.9Unverified
5Oryx(34B)Avg.64.7Unverified
6VideoLLaMA2 (72B)Avg.62Unverified
7VideoChat-T (7B)Avg.59.9Unverified
8mPLUG-Owl3(7B)Avg.59.5Unverified
9PPLLaVA (7b)Avg.59.2Unverified
10VideoGPT+Avg.58.7Unverified
#ModelMetricClaimedVerifiedStatus
1Mirasol3BAccuracy50.42Unverified
2VASTAccuracy50.1Unverified
3COSAAccuracy49.2Unverified
4VALORAccuracy49.2Unverified
5MA-LMMAccuracy48.5Unverified
6mPLUG-2Accuracy48Unverified
7FrozenBiLMAccuracy47Unverified
8HBIAccuracy46.2Unverified
9EMCL-NetAccuracy45.8Unverified
10VindLUAccuracy44.6Unverified
#ModelMetricClaimedVerifiedStatus
1VLAP (4 frames)Average Accuracy67.1Unverified
2LLaMA-VQAAverage Accuracy65.4Unverified
3SeViLAAverage Accuracy64.9Unverified
4InternVideoAverage Accuracy58.7Unverified
5GF(sup)Average Accuracy53.94Unverified
6GF(uns)Average Accuracy53.86Unverified
7MISTAverage Accuracy51.13Unverified
8Temp[ATP]Average Accuracy48.37Unverified
9AnyMAL-70B (0-shot)Average Accuracy48.2Unverified
10All-in-oneAverage Accuracy47.5Unverified
#ModelMetricClaimedVerifiedStatus
1Seed1.5-VLAVG60Unverified
2VideoChat-Online (4B)AVG54.9Unverified
3Gemini-1.5-FlashAVG50.7Unverified
4Qwen2-VL (7B)AVG49.7Unverified
5LLaVA-OneVision (7B)AVG49.5Unverified
6InternVL2 (7B)AVG48.7Unverified
7InternVL2 (4B)AVG44.1Unverified
8LongVA (7B)AVG43.6Unverified
9LLaMA-VID (7B)AVG41.9Unverified
10MiniCPM-V 2.6 (7B)AVG39.1Unverified
#ModelMetricClaimedVerifiedStatus
1GF (sup) - Faster RCNNAverage Accuracy55.08Unverified
2MIST - CLIPAverage Accuracy54.39Unverified
3GF (uns) - S3DAverage Accuracy53.33Unverified
4SViTTAverage Accuracy52.7Unverified
5MIST - AIOAverage Accuracy50.96Unverified
6SHG-VQA (trained from scratch)Average Accuracy49.2Unverified
7AIO - ViTAverage Accuracy48.59Unverified
8MMTFAverage Accuracy44.36Unverified
#ModelMetricClaimedVerifiedStatus
1Text + Text (no Multimodal Pretext Training)Accuracy93.2Unverified
2FrozenBiLMAccuracy86.7Unverified
3Just AskAccuracy84.4Unverified
4SeViLAAccuracy83.7Unverified
5Hero w/ pre-trainingAccuracy77.75Unverified
6ATPAccuracy65.1Unverified
7FrozenBiLM (0-shot)Accuracy58.4Unverified
8Just Ask (0-shot)Accuracy51.1Unverified