Papers with Code · CC BY-SA 4.0

MSRVTT-QA

아카이브 평가 34건 · 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
VLAB	Accuracy 0.496	VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending 2023-05-22	연결 없음
MaMMUT	Accuracy 0.495	MaMMUT: A Simple Architecture for Joint Learning for MultiModal Tasks 2023-03-29	코드 1
mPLUG-2	Accuracy 0.480	mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video 2023-02-01	코드 1 · 코드 2 · 코드 3 · 코드 4
MuLTI	Accuracy 0.478	MuLTI: Efficient Video-and-Language Understanding with Text-Guided MultiWay-Sampler and Multiple Choice Modeling 2023-03-10	연결 없음
Flamingo	Accuracy 0.474	Flamingo: a Visual Language Model for Few-Shot Learning 2022-04-29	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
InternVideo	Accuracy 0.471	InternVideo: General Video Foundation Models via Generative and Discriminative Learning 2022-12-06	코드 1 · 코드 2
UMT-L (ViT-L/16)	Accuracy 0.471	Unmasked Teacher: Towards Training-Efficient Video Foundation Models 2023-03-28	코드 1
FrozenBiLM+	Accuracy 0.470	Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models 2023-08-18	코드 1
vid-TLDR (UMT-L)	Accuracy 0.470	vid-TLDR: Training Free Token merging for Light-weight Video Transformer 2024-03-20	코드 1
VideoCoCa	Accuracy 0.463	VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive Captioners 2022-12-09	연결 없음
HBI	Accuracy 0.462	Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning 2023-03-25	코드 1 · 코드 2 · 코드 3 · 코드 4
HiTeA	Accuracy 0.459	HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training 2022-12-30	연결 없음
EMCL-Net	Accuracy 0.458	Expectation-Maximization Contrastive Learning for Compact Video-and-Language Representations 2022-11-21	코드 1 · 코드 2 · 코드 3 · 코드 4
Co-Tokenization	Accuracy .457	Video Question Answering with Iterative Video-Text Co-Tokenization 2022-08-01	연결 없음
X2-VLM (large)	Accuracy 0.455	X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks 2022-11-22	코드 1 · 코드 2
X2-VLM (base)	Accuracy 0.45	X$^2$-VLM: All-In-One Pre-trained Model For Vision-Language Tasks 2022-11-22	코드 1 · 코드 2
All-in-one-B	Accuracy 0.443	All in One: Exploring Unified Video-Language Pre-training 2022-03-14	코드 1
OmniVL	Accuracy 0.441	OmniVL:One Foundation Model for Image-Language and Video-Language Tasks 2022-09-15	연결 없음
Clover	Accuracy 0.441	Clover: Towards A Unified Video-Language Alignment and Fusion Model 2022-07-16	코드 1
AIO+MIF	Accuracy 0.440	Self-Adaptive Sampling for Efficient Video Question-Answering on Image--Text Models 2023-07-09	코드 1 · 코드 2
AIO+MDF	Accuracy 0.438	Self-Adaptive Sampling for Efficient Video Question-Answering on Image--Text Models 2023-07-09	코드 1 · 코드 2
GIT+MDF	Accuracy 0.423	Self-Adaptive Sampling for Efficient Video Question-Answering on Image--Text Models 2023-07-09	코드 1 · 코드 2
ALPRO	Accuracy 0.421	Align and Prompt: Video-and-Language Pre-training with Entity Prompts 2021-12-17	코드 1
LRCE	Accuracy 0.42	Lightweight Recurrent Cross-modal Encoder for Video Question Answering 2023-06-30	코드 1
JustAsk+	Accuracy 0.418	Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models 2023-08-18	코드 1
All-in-one+	Accuracy 0.395	Open-vocabulary Video Question Answering: A New Benchmark for Evaluating the Generalizability of Video Question Answering Models 2023-08-18	코드 1
CLIPBERT	Accuracy 0.374	Less is More: ClipBERT for Video-and-Language Learning via Sparse Sampling 2021-02-11	코드 1
HCRN	Accuracy 0.356	Hierarchical Conditional Relation Networks for Video Question Answering 2020-02-25	코드 1
DualVGR	Accuracy 0.355	DualVGR: A Dual-Visual Graph Reasoning Unit for Video Question Answering 2021-07-10	코드 1
HMEMA	Accuracy 0.33	Heterogeneous Memory Enhanced Multimodal Attention Model for Video Question Answering 2019-04-08	코드 1