Papers with Code · CC BY-SA 4.0

DiDeMo

아카이브 평가 26건 · 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
InternVideo2-6B	text-to-video R@1 57.9 text-to-video R@5 80.0 text-to-video R@10 84.6 video-to-text R@1 57.1 video-to-text R@5 79.9 video-to-text R@10 85.0	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding 2024-03-22	코드 1 · 코드 2
InternVideo2-1B	text-to-video R@1 57.0 text-to-video R@5 80.0 text-to-video R@10 85.1 video-to-text R@1 54.3 video-to-text R@5 77.2 video-to-text R@10 83.5	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding 2024-03-22	코드 1 · 코드 2
VAST	text-to-video R@1 55.5 text-to-video R@5 74.3 text-to-video R@10 79.6	VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset 2023-05-29	코드 1 · 코드 2
GRAM	text-to-video R@1 54.2 text-to-video R@10 80.7 video-to-text R@1 52.3 video-to-text R@10 80.3	Gramian Multimodal Representation Learning and Alignment 2024-12-16	코드 1 · 코드 2
vid-TLDR (UMT-L)	text-to-video R@1 52.0 text-to-video R@5 74.0 text-to-video R@10 81.0 video-to-text R@1 52.0 video-to-text R@5 75.9 video-to-text R@10 83.8	vid-TLDR: Training Free Token merging for Light-weight Video Transformer 2024-03-20	코드 1
UMT-L (ViT-L/16)	text-to-video R@1 48.6 text-to-video R@5 72.9 text-to-video R@10 79.0 video-to-text R@1 49.9 video-to-text R@5 74.8 video-to-text R@10 81.4	Unmasked Teacher: Towards Training-Efficient Video Foundation Models 2023-03-28	코드 1
mPLUG-2	text-to-video R@1 45.7 text-to-video R@5 71.1 text-to-video R@10 79.2	mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video 2023-02-01	코드 1 · 코드 2 · 코드 3 · 코드 4
HiTeA-17M	text-to-video R@1 43.2 text-to-video R@5 69.3 text-to-video R@10 79.0	HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training 2022-12-30	연결 없음
LanguageBind(ViT-H/14)	text-to-video R@1 39.9 text-to-video R@5 66.1 text-to-video R@10 74.6 video-to-text R@1 39.8 text-to-video Median Rank 2 video-to-text R@5 67.8 video-to-text R@10 76.2	LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment 2023-10-03	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
LanguageBind(ViT-L/14)	text-to-video R@1 39.7 text-to-video R@5 65.5 text-to-video R@10 73.8 video-to-text R@1 38.4 text-to-video Median Rank 2.0 video-to-text R@5 66.6 video-to-text R@10 77.9	LanguageBind: Extending Video-Language Pretraining to N-modality by Language-based Semantic Alignment 2023-10-03	코드 1 · 코드 2 · 코드 3 · 코드 4 · 코드 5 · 코드 6
Singularity-17M	text-to-video R@1 37.1 text-to-video R@5 61.7 text-to-video R@10 69.9	Revealing Single Frame Bias for Video-and-Language Learning 2022-06-07	코드 1 · 코드 2
Singularity-5M	text-to-video R@1 36.9 text-to-video R@5 61.1 text-to-video R@10 69.3	Revealing Single Frame Bias for Video-and-Language Learning 2022-06-07	코드 1 · 코드 2
HiTeA-5M	text-to-video R@1 36.1 text-to-video R@5 60.1 text-to-video R@10 70.3	HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training 2022-12-30	연결 없음
BT-Adapter	text-to-video R@1 35.6 text-to-video R@5 61.9 text-to-video R@10 72.6	BT-Adapter: Video Conversation is Feasible Without Video Instruction Tuning 2023-09-27	코드 1
OmniVL	text-to-video R@1 33.3 text-to-video R@5 58.7 text-to-video R@10 68.5	OmniVL:One Foundation Model for Image-Language and Video-Language Tasks 2022-09-15	연결 없음
InternVideo	text-to-video R@1 31.5 text-to-video R@5 57.6 text-to-video R@10 68.2 video-to-text R@1 33.5 video-to-text R@5 60.3 video-to-text R@10 71.1	InternVideo: General Video Foundation Models via Generative and Discriminative Learning 2022-12-06	코드 1 · 코드 2
Clover	text-to-video R@1 29.5 text-to-video R@5 55.2 text-to-video R@10 66.3 text-to-video Median Rank 4	Clover: Towards A Unified Video-Language Alignment and Fusion Model 2022-07-16	코드 1
MILES	text-to-video R@1 27.2 text-to-video R@5 50.3 text-to-video R@10 63.6 text-to-video Median Rank 5.0	MILES: Visual BERT Pre-training with Injected Language Semantics for Video-text Retrieval 2022-04-26	코드 1
Y. Ge et. al.	text-to-video R@1 25.6 text-to-video R@5 50.6 text-to-video R@10 61.1 text-to-video Median Rank 5.0	Bridging Video-text Retrieval with Multiple Choice Questions 2022-01-13	코드 1 · 코드 2
ALPRO	text-to-video R@1 23.8 text-to-video R@5 47.3 text-to-video R@10 57.9 text-to-video Median Rank 6	Align and Prompt: Video-and-Language Pre-training with Entity Prompts 2021-12-17	코드 1
OA-Trans	text-to-video R@1 23.5 text-to-video R@5 50.4 text-to-video R@10 59.8 text-to-video Median Rank 6.0	Object-aware Video-language Pre-training for Retrieval 2021-12-01	코드 1
VIOLET	text-to-video R@1 23.5 text-to-video R@5 49.8 text-to-video R@10 59.8	VIOLET : End-to-End Video-Language Transformers with Masked Visual-token Modeling 2021-11-24	코드 1
LaT	text-to-video R@1 22.6 text-to-video R@5 45.9 text-to-video R@10 58.9 video-to-text R@1 22.5 text-to-video Median Rank 7 video-to-text R@5 45.2 video-to-text R@10 56.8 video-to-text Median Rank 7	LaT: Latent Translation with Cycle-Consistency for Video-Text Retrieval 2022-07-11	연결 없음
FROZEN	text-to-video R@1 21.1 text-to-video R@5 46.0 text-to-video R@10 56.2	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
M. Bain et. al.	text-to-video R@1 20.2 text-to-video R@5 46.4 text-to-video R@10 58.5 text-to-video Median Rank 7	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
VideoCLIP	text-to-video R@1 16.6 text-to-video R@5 46.9	VideoCLIP: Contrastive Pre-training for Zero-shot Video-Text Understanding 2021-09-28	코드 1 · 코드 2