Zero-Shot Video Question Answer

This task present the results of Zeroshot Question Answer results on TGIF-QA dataset for LLM powered Video Conversational Models.

Papers

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Showing 1–25 of 85 papers

Title	Date	Tasks	Status	Hype
MiniCPM-V: A GPT-4V Level MLLM on Your Phone	Aug 3, 2024	HallucinationMultiple-choice	CodeCode Available	12
Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution	Sep 18, 2024	Natural Language Visual Grounding	CodeCode Available	11
LLaVA-NeXT-Interleave: Tackling Multi-image, Video, and 3D in Large Multimodal Models	Jul 10, 2024	Video Question AnsweringZero-Shot Video Question Answer	CodeCode Available	7
Qwen2.5-Omni Technical Report	Mar 26, 2025	Automatic Speech Recognition (ASR)GSM8K	CodeCode Available	7
InternVideo2: Scaling Foundation Models for Multimodal Video Understanding	Mar 22, 2024	Action ClassificationAction Recognition	CodeCode Available	7
Mistral 7B	Oct 10, 2023	answerability predictionArithmetic Reasoning	CodeCode Available	6
LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model	Apr 28, 2023	Instruction Followingmodel	CodeCode Available	5
VideoLLaMA 2: Advancing Spatial-Temporal Modeling and Audio Understanding in Video-LLMs	Jun 11, 2024	Multiple-choiceQuestion Answering	CodeCode Available	5
Video-LaVIT: Unified Video-Language Pre-training with Decoupled Visual-Motional Tokenization	Feb 5, 2024	Science Question AnsweringText-to-Video Generation	CodeCode Available	4
PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning	Apr 25, 2024	Dense CaptioningMVBench	CodeCode Available	4
Tarsier: Recipes for Training and Evaluating Large Video Description Models	Jun 30, 2024	Video CaptioningVideo Description	CodeCode Available	4
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection	Nov 16, 2023	Language ModelingLanguage Modelling	CodeCode Available	4
MiniGPT4-Video: Advancing Multimodal LLMs for Video Understanding with Interleaved Visual-Textual Tokens	Apr 4, 2024	Language ModelingLanguage Modelling	CodeCode Available	4
Flamingo: a Visual Language Model for Few-Shot Learning	Apr 29, 2022	Few-Shot LearningGenerative Visual Question Answering	CodeCode Available	4
InternVideo: General Video Foundation Models via Generative and Discriminative Learning	Dec 6, 2022	Action ClassificationAction Recognition	CodeCode Available	4
VILA: On Pre-training for Visual Language Models	Dec 12, 2023	In-Context LearningLanguage Modelling	CodeCode Available	4
LLaVA-Mini: Efficient Image and Video Large Multimodal Models with One Vision Token	Jan 7, 2025	GPUVisual Question Answering (VQA)	CodeCode Available	4
mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality	Apr 27, 2023	Visual Question Answering (VQA)Zero-Shot Video Question Answer	CodeCode Available	4
VideoChat: Chat-Centric Video Understanding	May 10, 2023	Question AnsweringVideo-based Generative Performance Benchmarking	CodeCode Available	4
Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding	Jun 5, 2023	Language ModelingLanguage Modelling	CodeCode Available	4
Long Context Transfer from Language to Vision	Jun 24, 2024	Language ModelingLanguage Modelling	CodeCode Available	4
Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models	Jun 8, 2023	Question AnsweringVCGBench-Diverse	CodeCode Available	3
VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding	Jun 13, 2024	Dense Video CaptioningMVBench	CodeCode Available	3
LongVU: Spatiotemporal Adaptive Compression for Long Video-Language Understanding	Oct 22, 2024	Token ReductionVideo Question Answering	CodeCode Available	3
SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models	Jul 22, 2024	Language Modeling	CodeCode Available	3

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