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MSR-VTT

아카이브 평가 40건 · 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
GRAM	text-to-video R@1 64 text-to-video R@10 89.3 video-to-text R@1 64.8 video-to-text R@10 91.5	Gramian Multimodal Representation Learning and Alignment 2024-12-16	코드 1 · 코드 2
VAST	text-to-video R@1 63.9 text-to-video R@5 84.3 text-to-video R@10 89.6	VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset 2023-05-29	코드 1 · 코드 2
InternVideo2-6B	text-to-video R@1 62.8 video-to-text R@1 60.2	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding 2024-03-22	코드 1 · 코드 2
VALOR	text-to-video R@1 59.9 text-to-video R@5 83.5 text-to-video R@10 89.6	VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset 2023-04-17	코드 1
UMT-L (ViT-L/16)	text-to-video R@1 58.8 text-to-video R@5 81.0 text-to-video R@10 87.1 video-to-text R@1 58.6 video-to-text R@5 81.6 video-to-text R@10 86.5	Unmasked Teacher: Towards Training-Efficient Video Foundation Models 2023-03-28	코드 1
vid-TLDR (UMT-L)	text-to-video R@1 58.1 text-to-video R@5 81.0 text-to-video R@10 81.6 video-to-text R@1 58.7 video-to-text R@5 81.6 video-to-text R@10 86.9	vid-TLDR: Training Free Token merging for Light-weight Video Transformer 2024-03-20	코드 1
COSA	text-to-video R@1 57.9	COSA: Concatenated Sample Pretrained Vision-Language Foundation Model 2023-06-15	코드 1
InternVideo	text-to-video R@1 55.2 video-to-text R@1 57.9	InternVideo: General Video Foundation Models via Generative and Discriminative Learning 2022-12-06	코드 1 · 코드 2
VLAB	text-to-video R@1 55.1 text-to-video R@5 78.8 text-to-video R@10 87.6	VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending 2023-05-22	연결 없음
Aurora (ours, r=64)	text-to-video R@1 52.4 text-to-video R@5 73.9 text-to-video R@10 82 text-to-videoMedian Rank 1	연결 없음 논문 날짜 미기재	연결 없음
TEFAL	text-to-video R@1 52 text-to-video R@5 76.6 text-to-video R@10 86.1	Audio-Enhanced Text-to-Video Retrieval using Text-Conditioned Feature Alignment 2023-07-24	연결 없음
UCoFiA	text-to-video R@1 49.4 text-to-video R@5 72.1 text-to-video R@10 83.5	Unified Coarse-to-Fine Alignment for Video-Text Retrieval 2023-09-18	코드 1
OmniVL	text-to-video R@1 47.8 text-to-video R@5 74.2 text-to-video R@10 83.8	OmniVL:One Foundation Model for Image-Language and Video-Language Tasks 2022-09-15	연결 없음
CLIP4Clip-seqTransf	text-to-video R@1 44.5 text-to-video R@5 71.4 text-to-video R@10 81.6	CLIP4Clip: An Empirical Study of CLIP for End to End Video Clip Retrieval 2021-04-18	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
All-in-one + MELTR	text-to-video R@1 38.6 text-to-video R@5 74.4 text-to-video R@10 84.7	MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation Models 2023-03-23	코드 1
VIOLETv2	text-to-video R@1 37.2 text-to-video R@5 64.8 text-to-video R@10 75.8	An Empirical Study of End-to-End Video-Language Transformers with Masked Visual Modeling 2022-09-04	코드 1
HD-VILA	text-to-video R@1 35.6 text-to-video R@5 65.3 text-to-video R@10 78 text-to-video MedianR 3	Advancing High-Resolution Video-Language Representation with Large-Scale Video Transcriptions 2021-11-19	코드 1
VideoCoCa (zero-shot)	text-to-video R@1 34.3 text-to-video R@5 57.8 text-to-video R@10 67.0 video-to-text R@1 64.7 video-to-text R@5 85.2 video-to-text R@10 91.4	VideoCoCa: Video-Text Modeling with Zero-Shot Transfer from Contrastive Captioners 2022-12-09	연결 없음
MDMMT-2	text-to-video R@1 33.7 text-to-video R@5 60.5 text-to-video R@10 70.8 text-to-video Mean Rank 37.8 text-to-video Median Rank 3.0	MDMMT-2: Multidomain Multimodal Transformer for Video Retrieval, One More Step Towards Generalization 2022-03-14	연결 없음
VIOLET + MELTR	text-to-video R@1 33.6 text-to-video R@5 63.7 text-to-video R@10 77.8 text-to-video Median Rank 3	MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation Models 2023-03-23	코드 1
CLIP2TV	text-to-video R@1 33.1 text-to-video R@5 58.9 text-to-video R@10 68.9 text-to-video Mean Rank 44.7 text-to-video Median Rank 3	CLIP2TV: Align, Match and Distill for Video-Text Retrieval 2021-11-10	연결 없음
CAMoE	text-to-video R@1 32.9 text-to-video R@5 58.3 text-to-video R@10 68.4 text-to-video Mean Rank 42.6 text-to-video Median Rank 3 video-to-text R@1 59.8 video-to-text R@5 86.2 video-to-text R@10 92.8 video-to-text Median Rank 1 video-to-text Mean Rank 3.8	Improving Video-Text Retrieval by Multi-Stream Corpus Alignment and Dual Softmax Loss 2021-09-09	코드 1 · 코드 2
FROZEN	text-to-video R@1 32.5 text-to-video R@5 61.5 text-to-video R@10 71.2	Frozen in Time: A Joint Video and Image Encoder for End-to-End Retrieval 2021-04-01	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5
COTS	text-to-video R@1 32.1 text-to-video R@5 60.8 text-to-video R@10 70.2 text-to-video Median Rank 3	COTS: Collaborative Two-Stream Vision-Language Pre-Training Model for Cross-Modal Retrieval 2022-04-15	연결 없음
CoCa (zero-shot)	text-to-video R@1 30.0 text-to-video R@5 52.4 text-to-video R@10 61.6 video-to-text R@1 49.9 video-to-text R@5 73.4 video-to-text R@10 81.4	CoCa: Contrastive Captioners are Image-Text Foundation Models 2022-05-04	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
CLIP2Video	text-to-video R@1 29.8 text-to-video R@5 55.5 text-to-video R@10 66.2 text-to-video Mean Rank 45.4 text-to-video Median Rank 4 video-to-text R@1 54.6 video-to-text R@5 82.1 video-to-text R@10 90.8 video-to-text Median Rank 1 video-to-text Mean Rank 5.3	CLIP2Video: Mastering Video-Text Retrieval via Image CLIP 2021-06-21	코드 1
LAFF	text-to-video R@1 29.1 text-to-video R@5 54.9 text-to-video R@10 65.8	Lightweight Attentional Feature Fusion: A New Baseline for Text-to-Video Retrieval 2021-12-03	코드 1
UniVL + MELTR	text-to-video R@1 28.5 text-to-video R@5 55.5 text-to-video R@10 67.6 text-to-video Median Rank 4	MELTR: Meta Loss Transformer for Learning to Fine-tune Video Foundation Models 2023-03-23	코드 1
Ours	text-to-video R@1 26 text-to-video R@5 56.7 text-to-video Median Rank 3 video-to-text R@1 26.7 video-to-text R@5 56.5 video-to-text Median Rank 3	Video and Text Matching with Conditioned Embeddings 2021-10-21	코드 1
TACo	text-to-video R@1 24.8 text-to-video R@5 52.1 text-to-video R@10 64.0 text-to-video Median Rank 5	TACo: Token-aware Cascade Contrastive Learning for Video-Text Alignment 2021-08-23	연결 없음