DepthCrafter: Generating Consistent Long Depth Sequences for Open-world Videos
Wenbo Hu, Xiangjun Gao, Xiaoyu Li, Sijie Zhao, Xiaodong Cun, Yong Zhang, Long Quan, Ying Shan
2025Year
40Top-tier citations
Abstract
https://depthcrafter.github.io Input video Depth-Anything-V2 Ours Time Figure 1. We innovate DepthCrafter, a novel video depth estimation approach, that can generate temporally consistent long depth sequences with fine-grained details for open-world videos, without requiring additional information such as camera poses or optical flow.
Ask about this paper
Your agent reads all of it.
Lune indexed this paper to the last equation, along with the top-tier papers that cite it. Ask a question and the answer quotes them.
Cited by top-tier papers40
- STream3R: Scalable Sequential 3D Reconstruction with Causal TransformerYushi Lan, Yihang Luo, Fangzhou Hong, Shangchen Zhou et al.ICLR 2026 · 84 citations
- EasyCreator: Empowering 4D Creation through Video InpaintingYue Ma, Kunyu Feng, Xinhua Zhang, Hongyu Liu et al.ICLR 2026 · 47 citations
- NeoVerse: Enhancing 4D World Model with in-the-wild Monocular VideosYuxue Yang, Lue Fan, Ziqi Shi, Junran Peng et al.CVPR 2026 · 42 citations
- FantasyWorld: Geometry-Consistent World Modeling via Unified Video and 3D PredictionYixiang Dai, Fan Jiang, Chiyu Wang, Mu Xu et al.ICLR 2026 · 34 citations
- GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion PriorsXingyilang Yin, Qi Zhang, Jiahao Chang, Ying Feng et al.ICML 2026 · 33 citations
Builds on36
- Learning Transferable Visual Models From Natural Language SupervisionAlec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh et al.ICML 2021 · 47,906 citations
- Denoising Diffusion Probabilistic ModelsJonathan Ho, Ajay Jain, Pieter AbbeelNeurIPS 2020 · 35,902 citations
- High-Resolution Image Synthesis with Latent Diffusion ModelsRobin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser et al.CVPR 2022 · 13,123 citations
- Elucidating the Design Space of Diffusion-Based Generative ModelsTero Karras, Miika Aittala, Timo Aila, Samuli LaineNeurIPS 2022 · 3,959 citations
- Video Diffusion ModelsJonathan Ho, Tim Salimans, Alexey A. Gritsenko, William Chan et al.NeurIPS 2022 · 2,948 citations
Related papers
- Learning Temporally Consistent Video Depth from Video Diffusion PriorsJiahao Shao, Yuanbo Yang, Hongyu Zhou, Youmin Zhang et al.CVPR 2025
- Geometrycrafter: Consistent Geometry Estimation for Open-World Videos With Diffusion PriorsTian-Xing Xu, Xiangjun Gao, Wenbo Hu, Xiaoyu Li et al.ICCV 2025 · 3 citations
- Depth Any Video with Scalable Synthetic DataHonghui Yang, Di Huang, Wei Yin, Chunhua Shen et al.ICLR 2025
- Robust Consistent Video Depth EstimationJohannes Kopf, Xuejian Rong, Jia-Bin HuangCVPR 2021
- Buffer Anytime: Zero-Shot Video Depth and Normal from Image PriorsZhengfei Kuang, Tianyuan Zhang, Kai Zhang, Hao Tan et al.CVPR 2025
