SOTAVerified

Video Question Answering

Papers

Showing 251300 of 460 papers

TitleStatusHype
xGen-MM-Vid (BLIP-3-Video): You Only Need 32 Tokens to Represent a Video Even in VLMs0
Prompting Video-Language Foundation Models with Domain-specific Fine-grained Heuristics for Video Question Answering0
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models0
Enhancing Multimodal LLM for Detailed and Accurate Video Captioning using Multi-Round Preference Optimization0
Enhancing Temporal Modeling of Video LLMs via Time GatingCode0
ActionAtlas: A VideoQA Benchmark for Domain-specialized Action Recognition0
Frame-Voyager: Learning to Query Frames for Video Large Language Models0
Video Instruction Tuning With Synthetic Data0
Video DataFlywheel: Resolving the Impossible Data Trinity in Video-Language Understanding0
First Place Solution to the Multiple-choice Video QA Track of The Second Perception Test Challenge0
Uncertainty-Guided Self-Questioning and Answering for Video-Language Alignment0
QTG-VQA: Question-Type-Guided Architectural for VideoQA Systems0
Multi-object event graph representation learning for Video Question Answering0
Top-down Activity Representation Learning for Video Question Answering0
Assessing Modality Bias in Video Question Answering Benchmarks with Multimodal Large Language Models0
LongVILA: Scaling Long-Context Visual Language Models for Long VideosCode0
LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning0
Continuous Perception Benchmark0
VideoQA in the Era of LLMs: An Empirical StudyCode0
LLaVA-OneVision: Easy Visual Task TransferCode0
Causal Understanding For Video Question Answering0
End-to-End Video Question Answering with Frame Scoring Mechanisms and Adaptive Sampling0
VDMA: Video Question Answering with Dynamically Generated Multi-Agents0
MAMA: Meta-optimized Angular Margin Contrastive Framework for Video-Language Representation LearningCode0
KeyVideoLLM: Towards Large-scale Video Keyframe Selection0
InternLM-XComposer-2.5: A Versatile Large Vision Language Model Supporting Long-Contextual Input and OutputCode0
Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering0
The Solution for the ICCV 2023 Perception Test Challenge 2023 -- Task 6 -- Grounded videoQA0
Hierarchical Memory for Long Video QA0
Zero-Shot Long-Form Video Understanding through Screenplay0
Hallucination Mitigation Prompts Long-term Video UnderstandingCode0
VideoLLM-online: Online Video Large Language Model for Streaming Video0
Video Question Answering for People with Visual Impairments Using an Egocentric 360-Degree Camera0
Backpropagation-Free Multi-modal On-Device Model Adaptation via Cloud-Device Collaboration0
VideoQA-SC: Adaptive Semantic Communication for Video Question Answering0
CinePile: A Long Video Question Answering Dataset and Benchmark0
Capabilities of Gemini Models in Medicine0
Pegasus-v1 Technical Report0
Listen Then See: Video Alignment with Speaker AttentionCode0
Reka Core, Flash, and Edge: A Series of Powerful Multimodal Language Models0
Learning to Localize Objects Improves Spatial Reasoning in Visual-LLMsCode0
MoReVQA: Exploring Modular Reasoning Models for Video Question Answering0
Koala: Key frame-conditioned long video-LLM0
Neural-Symbolic VideoQA: Learning Compositional Spatio-Temporal Reasoning for Real-world Video Question Answering0
VideoDistill: Language-aware Vision Distillation for Video Question Answering0
Ranking Distillation for Open-Ended Video Question Answering with Insufficient Labels0
LLMs Meet Long Video: Advancing Long Video Question Answering with An Interactive Visual Adapter in LLMs0
Slot-VLM: SlowFast Slots for Video-Language Modeling0
VideoPrism: A Foundational Visual Encoder for Video Understanding0
Question-Instructed Visual Descriptions for Zero-Shot Video Question AnsweringCode0
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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