VideoInstruct

아카이브 평가 23건 · 마지막 적재/변경 2026-10-30

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델	원본 지표·값	논문	구현
PPLLaVA-7B-dpo	Correctness of Information 3.85 Detail Orientation 3.56 Contextual Understanding 4.21 Temporal Understanding 3.21 Consistency 3.81 mean 3.73	PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance 2024-11-04	코드 1
VLM-RLAIF	Correctness of Information 3.63 Detail Orientation 3.25 Contextual Understanding 4 Temporal Understanding 3.23 Consistency 3.32 mean 3.49	Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback 2024-02-06	코드 1
TS-LLaVA-34B	mean 3.38	TS-LLaVA: Constructing Visual Tokens through Thumbnail-and-Sampling for Training-Free Video Large Language Models 2024-11-17	코드 1
PLLaVA-34B	Correctness of Information 3.60 Detail Orientation 3.20 Contextual Understanding 3.90 Temporal Understanding 2.67 Consistency 3.25 mean 3.32	PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning 2024-04-25	코드 1
PPLLaVA-7B	Correctness of Information 3.32 Detail Orientation 3.20 Contextual Understanding 3.88 Temporal Understanding 3.0 Consistency 3.20 mean 3.32	PPLLaVA: Varied Video Sequence Understanding With Prompt Guidance 2024-11-04	코드 1
SlowFast-LLaVA-34B	mean 3.32	SlowFast-LLaVA: A Strong Training-Free Baseline for Video Large Language Models 2024-07-22	코드 1
VideoGPT+	Correctness of Information 3.27 Detail Orientation 3.18 Contextual Understanding 3.74 Temporal Understanding 2.83 Consistency 3.39 mean 3.28	VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding 2024-06-13	코드 1
IG-VLM-GPT4v	Correctness of Information 3.40 Detail Orientation 2.80 Contextual Understanding 3.61 Temporal Understanding 2.89 Consistency 3.13 mean 3.17	An Image Grid Can Be Worth a Video: Zero-shot Video Question Answering Using a VLM 2024-03-27	코드 1
ST-LLM-7B	Correctness of Information 3.23 Detail Orientation 3.05 Contextual Understanding 3.74 Temporal Understanding 2.93 Consistency 2.81 mean 3.15	ST-LLM: Large Language Models Are Effective Temporal Learners 2024-03-30	코드 1
VideoChat2_HD_mistral	Correctness of Information 3.40 Detail Orientation 2.91 Contextual Understanding 3.72 Temporal Understanding 2.65 Consistency 2.84 mean 3.10	MVBench: A Comprehensive Multi-modal Video Understanding Benchmark 2023-11-28	코드 1 · 코드 2 · 코드 3
CAT-7B	Correctness of Information 3.08 Detail Orientation 2.95 Contextual Understanding 3.49 Temporal Understanding 2.81 Consistency 2.89 mean 3.07	CAT: Enhancing Multimodal Large Language Model to Answer Questions in Dynamic Audio-Visual Scenarios 2024-03-07	코드 1
LITA-13B	Correctness of Information 2.94 Detail Orientation 2.98 Contextual Understanding 3.43 Temporal Understanding 2.68 Consistency 3.19 mean 3.04	LITA: Language Instructed Temporal-Localization Assistant 2024-03-27	코드 1
LLaMA-VID-13B (2 Token)	Correctness of Information 3.07 Detail Orientation 3.05 Contextual Understanding 3.60 Temporal Understanding 2.58 Consistency 2.63 mean 2.99	LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models 2023-11-28	코드 1 · 코드 2
Chat-UniVi	Correctness of Information 2.89 Detail Orientation 2.91 Contextual Understanding 3.46 Temporal Understanding 2.39 Consistency 2.81 mean 2.99	Chat-UniVi: Unified Visual Representation Empowers Large Language Models with Image and Video Understanding 2023-11-14	코드 1 · 코드 2 · 코드 3 · 코드 4
VideoChat2	Correctness of Information 3.02 Detail Orientation 2.88 Contextual Understanding 3.51 Temporal Understanding 2.66 Consistency 2.81 mean 2.98	MVBench: A Comprehensive Multi-modal Video Understanding Benchmark 2023-11-28	코드 1 · 코드 2 · 코드 3
LLaMA-VID-7B (2 Token)	Correctness of Information 2.96 Detail Orientation 3.00 Contextual Understanding 3.53 Temporal Understanding 2.46 Consistency 2.51 mean 2.89	LLaMA-VID: An Image is Worth 2 Tokens in Large Language Models 2023-11-28	코드 1 · 코드 2
VTimeLLM	Correctness of Information 2.78 Detail Orientation 3.10 Contextual Understanding 3.40 Temporal Understanding 2.49 Consistency 2.47 mean 2.85	VTimeLLM: Empower LLM to Grasp Video Moments 2023-11-30	코드 1
BT-Adapter	Correctness of Information 2.68 Detail Orientation 2.69 Contextual Understanding 3.27 Temporal Understanding 2.34 Consistency 2.46 mean 2.69	BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning 2023-09-27	코드 1
BT-Adapter (zero-shot)	Correctness of Information 2.16 Detail Orientation 2.46 Contextual Understanding 2.89 Temporal Understanding 2.13 Consistency 2.2 mean 2.46	BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning 2023-09-27	코드 1
Video-ChatGPT	Correctness of Information 2.4 Detail Orientation 2.52 Contextual Understanding 2.62 Temporal Understanding 1.98 Consistency 2.37 mean 2.38	Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models 2023-06-08	코드 1 · 코드 2
Video Chat	Correctness of Information 2.23 Detail Orientation 2.50 Contextual Understanding 2.53 Temporal Understanding 1.94 Consistency 2.24 mean 2.29	VideoChat: Chat-Centric Video Understanding 2023-05-10	코드 1
LLaMA Adapter	Correctness of Information 2.03 Detail Orientation 2.32 Contextual Understanding 2.30 Temporal Understanding 1.98 Consistency 2.15 mean 2.16	LLaMA-Adapter V2: Parameter-Efficient Visual Instruction Model 2023-04-28	코드 1 · 코드 2 · 코드 3
Video LLaMA	Correctness of Information 1.96 Detail Orientation 2.18 Contextual Understanding 2.16 Temporal Understanding 1.82 Consistency 1.79 mean 1.98	Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding 2023-06-05	코드 1 · 코드 2 · 코드 3 · 코드 4