Papers with Code · CC BY-SA 4.0

DiDeMo

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
InternVideo2-6B	text-to-video R@1 74.2 video-to-text R@1 71.9	InternVideo2: Scaling Foundation Models for Multimodal Video Understanding 2024-03-22	코드 1 · 코드 2
vid-TLDR (UMT-L)	text-to-video R@1 72.3 text-to-video R@5 91.2 text-to-video R@10 94.2 video-to-text R@1 68.5 video-to-text R@10 93.8 video-to-text R@5 89.8	vid-TLDR: Training Free Token merging for Light-weight Video Transformer 2024-03-20	코드 1
VAST	text-to-video R@1 72.0 text-to-video R@5 89.0 text-to-video R@10 91.4	VAST: A Vision-Audio-Subtitle-Text Omni-Modality Foundation Model and Dataset 2023-05-29	코드 1 · 코드 2
COSA	text-to-video R@1 70.5	COSA: Concatenated Sample Pretrained Vision-Language Foundation Model 2023-06-15	코드 1
UMT-L (ViT-L/16)	text-to-video R@1 70.4 text-to-video R@5 90.1 text-to-video R@10 93.5 video-to-text R@1 65.7 video-to-text R@10 93.3 video-to-text R@5 89.6	Unmasked Teacher: Towards Training-Efficient Video Foundation Models 2023-03-28	코드 1
GRAM	text-to-video R@1 67.3 text-to-video R@10 90.1 video-to-text R@1 63.5 video-to-text R@10 91.6	Gramian Multimodal Representation Learning and Alignment 2024-12-16	코드 1 · 코드 2
VALOR	text-to-video R@1 61.5 text-to-video R@5 85.3 text-to-video R@10 90.4	VALOR: Vision-Audio-Language Omni-Perception Pretraining Model and Dataset 2023-04-17	코드 1
TESTA (ViT-B/16)	text-to-video R@1 61.2 text-to-video R@5 87.2 text-to-video R@10 91.5	TESTA: Temporal-Spatial Token Aggregation for Long-form Video-Language Understanding 2023-10-29	코드 1
VindLU	text-to-video R@1 61.2 text-to-video R@5 85.8 text-to-video R@10 91.0	VindLU: A Recipe for Effective Video-and-Language Pretraining 2022-12-09	코드 1
InternVideo	text-to-video R@1 57.9 video-to-text R@1 59.1	InternVideo: General Video Foundation Models via Generative and Discriminative Learning 2022-12-06	코드 1 · 코드 2
RTQ	text-to-video R@1 57.6 text-to-video R@5 84.1 text-to-video R@10 89.9	RTQ: Rethinking Video-language Understanding Based on Image-text Model 2023-12-01	코드 1 · 코드 2
VLAB	text-to-video R@1 56.8 text-to-video R@5 81.6 text-to-video R@10 88.7	VLAB: Enhancing Video Language Pre-training by Feature Adapting and Blending 2023-05-22	연결 없음
HiTeA	text-to-video R@1 56.5 text-to-video R@5 81.7 text-to-video R@10 89.7	HiTeA: Hierarchical Temporal-Aware Video-Language Pre-training 2022-12-30	연결 없음
MuLTI	text-to-video R@1 56.5 text-to-video R@5 80.2 text-to-video R@10 87.0	MuLTI: Efficient Video-and-Language Understanding with Text-Guided MultiWay-Sampler and Multiple Choice Modeling 2023-03-10	연결 없음
mPLUG-2	text-to-video R@1 56.4 text-to-video R@5 79.1 text-to-video R@10 85.2	mPLUG-2: A Modularized Multi-modal Foundation Model Across Text, Image and Video 2023-02-01	코드 1 · 코드 2 · 코드 3 · 코드 4
CLIP-ViP	text-to-video R@1 55.3 text-to-video R@5 82 text-to-video R@10 89.3 text-to-video Median Rank 1	CLIP-ViP: Adapting Pre-trained Image-Text Model to Video-Language Representation Alignment 2022-09-14	코드 1
STAN	text-to-video R@1 54.6 text-to-video R@5 78.4 text-to-video R@10 85.1 text-to-video Median Rank 1	Revisiting Temporal Modeling for CLIP-based Image-to-Video Knowledge Transferring 2023-01-26	코드 1
Singularity	text-to-video R@1 53.9 text-to-video R@5 79.4 text-to-video R@10 86.9	Revealing Single Frame Bias for Video-and-Language Learning 2022-06-07	코드 1 · 코드 2
DMAE (ViT-B/32)	text-to-video R@1 52.7 text-to-video R@5 79.3 text-to-video R@10 86.6 text-to-video Median Rank 1.0 text-to-video Mean Rank 10.5	Dual-Modal Attention-Enhanced Text-Video Retrieval with Triplet Partial Margin Contrastive Learning 2023-09-20	코드 1
HunYuan_tvr (huge)	text-to-video R@1 52.7 text-to-video R@5 77.8 text-to-video R@10 85.2 text-to-video Median Rank 1.0 text-to-video Mean Rank 13.7 video-to-text R@1 54.1 video-to-text R@10 86.8 video-to-text Median Rank 1.0 video-to-text Mean Rank 9.1 video-to-text R@5 78.3	Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations 2022-04-07	연결 없음
OmniVL	text-to-video R@1 52.4 text-to-video R@5 79.5 text-to-video R@10 85.4	OmniVL:One Foundation Model for Image-Language and Video-Language Tasks 2022-09-15	연결 없음
HunYuan_tvr	text-to-video R@1 52.1 text-to-video R@5 78.2 text-to-video R@10 85.7 text-to-video Median Rank 1 text-to-video Mean Rank 11.1 video-to-text R@1 54.8 video-to-text R@10 87.2 video-to-text Median Rank 1 video-to-text Mean Rank 7.1 video-to-text R@5 79.9	Tencent Text-Video Retrieval: Hierarchical Cross-Modal Interactions with Multi-Level Representations 2022-04-07	연결 없음
Cap4Video	text-to-video R@1 52.0 text-to-video R@5 79.4 text-to-video R@10 87.5 text-to-video Median Rank 1 text-to-video Mean Rank 10.5 video-to-text R@1 51.2 video-to-text R@10 87.4 video-to-text Median Rank 1 video-to-text Mean Rank 7.3 video-to-text R@5 78.5	Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval? 2022-12-31	코드 1 · 코드 2 · 코드 3 · 코드 4
Clover	text-to-video R@1 50.1 text-to-video R@5 76.7 text-to-video R@10 85.6 text-to-video Median Rank 1	Clover: Towards A Unified Video-Language Alignment and Fusion Model 2022-07-16	코드 1
DRL	text-to-video R@1 49.0 text-to-video R@5 76.5 text-to-video R@10 84.5 text-to-video Median Rank 2.0 text-to-video Mean Rank 11.5 video-to-text R@1 49.9 video-to-text R@10 83.3 video-to-text Median Rank 2 video-to-text Mean Rank 7.9	Disentangled Representation Learning for Text-Video Retrieval 2022-03-14	코드 1 · 코드 2
DiffusionRet+QB-Norm	text-to-video R@1 48.9 text-to-video R@5 75.5 text-to-video R@10 83.3 text-to-video Median Rank 2.0 text-to-video Mean Rank 14.1 video-to-text R@1 50.3 video-to-text R@10 82.9 video-to-text Median Rank 1.0 video-to-text Mean Rank 10.3 video-to-text R@5 75.1	DiffusionRet: Generative Text-Video Retrieval with Diffusion Model 2023-03-17	코드 1 · 코드 2 · 코드 3 · 코드 4
PAU	text-to-video R@1 48.6 text-to-video R@5 76.0 text-to-video R@10 84.5 text-to-video Median Rank 2.0 text-to-video Mean Rank 12.9 video-to-text R@1 48.1 video-to-text R@10 85.7 video-to-text Median Rank 2.0 video-to-text Mean Rank 9.8 video-to-text R@5 74.2	Prototype-based Aleatoric Uncertainty Quantification for Cross-modal Retrieval 2023-09-29	코드 1
VIOLETv2	text-to-video R@1 47.9 text-to-video R@5 76.5 text-to-video R@10 84.1	An Empirical Study of End-to-End Video-Language Transformers with Masked Visual Modeling 2022-09-04	코드 1
X-CLIP	text-to-video R@1 47.8 text-to-video R@5 79.3 text-to-video Mean Rank 12.6 video-to-text R@1 47.8 video-to-text R@10 76.8 video-to-text Mean Rank 10.5	X-CLIP: End-to-End Multi-grained Contrastive Learning for Video-Text Retrieval 2022-07-15	코드 1 · 코드 2 · 코드 3
HBI	text-to-video R@1 46.9 text-to-video R@5 74.9 text-to-video R@10 82.7 text-to-video Median Rank 2.0 text-to-video Mean Rank 12.1 video-to-text R@1 46.2 video-to-text R@10 82.7 video-to-text Median Rank 2.0 video-to-text Mean Rank 8.7 video-to-text R@5 73.0	Video-Text as Game Players: Hierarchical Banzhaf Interaction for Cross-Modal Representation Learning 2023-03-25	코드 1 · 코드 2 · 코드 3 · 코드 4