SOTAVerified

Video Question Answering

Papers

Showing 176200 of 460 papers

TitleStatusHype
Agentic Keyframe Search for Video Question AnsweringCode1
Large Language Models are Temporal and Causal Reasoners for Video Question AnsweringCode1
LAVENDER: Unifying Video-Language Understanding as Masked Language ModelingCode1
NExT-QA:Next Phase of Question-Answering to Explaining Temporal ActionsCode1
BT-Adapter: Video Conversation is Feasible Without Video Instruction TuningCode1
AssistSR: Task-oriented Video Segment Retrieval for Personal AI AssistantCode1
TraveLER: A Modular Multi-LMM Agent Framework for Video Question-AnsweringCode1
Grounded Question-Answering in Long Egocentric VideosCode1
Learning to Answer Visual Questions from Web VideosCode1
Grounded Multi-Hop VideoQA in Long-Form Egocentric VideosCode1
Multi-granularity Contrastive Cross-modal Collaborative Generation for End-to-End Long-term Video Question AnsweringCode1
Efficient Temporal Extrapolation of Multimodal Large Language Models with Temporal Grounding BridgeCode1
Glance and Focus: Memory Prompting for Multi-Event Video Question AnsweringCode1
CRAFT: A Benchmark for Causal Reasoning About Forces and inTeractionsCode1
Shot2Story20K: A New Benchmark for Comprehensive Understanding of Multi-shot VideosCode1
Video Graph Transformer for Video Question AnsweringCode1
Advancing Egocentric Video Question Answering with Multimodal Large Language Models0
Contrastive Video-Language Learning with Fine-grained Frame Sampling0
Frame-Voyager: Learning to Query Frames for Video Large Language Models0
Frame-Subtitle Self-Supervision for Multi-Modal Video Question Answering0
Continuous Perception Benchmark0
MMTF: Multi-Modal Temporal Fusion for Commonsense Video Question Answering0
Foundation Models and Adaptive Feature Selection: A Synergistic Approach to Video Question Answering0
Flexible Frame Selection for Efficient Video Reasoning0
A Review of Deep Learning for Video Captioning0
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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