ML Research Wiki / Benchmarks / Natural Language Queries / Ego4D

Ego4D

Natural Language Queries Benchmark

Performance Over Time

📊 Showing 10 results | 📏 Metric: R@1 Mean(0.3 and 0.5)

Top Performing Models

Rank Model Paper R@1 Mean(0.3 and 0.5) Date Code
1 EgoVideo 📚 EgoVideo: Exploring Egocentric Foundation Model and Downstream Adaptation 28.05 2024-06-26 📦 opengvlab/egovideo
2 DeCafNet-100% DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos 22.21 2025-05-22 📦 zijialewislu/cvpr2025-decafnet
3 DeCafNet-50% DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos 20.81 2025-05-22 📦 zijialewislu/cvpr2025-decafnet
4 RGNet RGNet: A Unified Clip Retrieval and Grounding Network for Long Videos 20.63 2023-12-11 📦 tanveer81/revisionllm 📦 tanveer81/rgnet
5 DeCafNet-50% (no NaQ) DeCafNet: Delegate and Conquer for Efficient Temporal Grounding in Long Videos 18.10 2025-05-22 📦 zijialewislu/cvpr2025-decafnet
6 InternVideo InternVideo-Ego4D: A Pack of Champion Solutions to Ego4D Challenges 16.45 2022-11-17 📦 opengvlab/ego4d-eccv2022-solutions 📦 jonnys1226/ego4d_asl
7 UniMD+Sync. UniMD: Towards Unifying Moment Retrieval and Temporal Action Detection 14.16 2024-04-07 📦 yingsen1/unimd
8 EgoVLPv2 EgoVLPv2: Egocentric Video-Language Pre-training with Fusion in the Backbone 12.95 2023-07-11 📦 facebookresearch/EgoVLPv2
9 ReLER@ZJU-Alibaba ReLER@ZJU-Alibaba Submission to the Ego4D Natural Language Queries Challenge 2022 12.89 2022-07-01 📦 nnnnai/ego4d_nlq_2022_1st_place_solution
10 EgoVLP Egocentric Video-Language Pretraining 10.46 2022-06-03 📦 showlab/egovlp 📦 zhaoyue-zephyrus/avion

All Papers (10)

opengvlab/egovideo
zijialewislu/cvpr2025-decafnet
zijialewislu/cvpr2025-decafnet
tanveer81/revisionllm tanveer81/rgnet
zijialewislu/cvpr2025-decafnet
opengvlab/ego4d-eccv2022-solutions jonnys1226/ego4d_asl
yingsen1/unimd
facebookresearch/EgoVLPv2
nnnnai/ego4d_nlq_2022_1st_place_solution
showlab/egovlp zhaoyue-zephyrus/avion