3D Moments from Near-Duplicate Photos
Not on the map. Why?
Abstract (arXiv)
We introduce 3D Moments, a new computational photography effect. As input we take a pair of near-duplicate photos, i.e., photos of moving subjects from similar viewpoints, common in people's photo collections. As output, we produce a video that smoothly interpolates the scene motion from the first photo to the second, while also producing camera motion with parallax that gives a heightened sense of 3D. To achieve this effect, we represent the scene as a pair of feature-based layered depth images augmented with scene flow. This representation enables motion interpolation along with independent control of the camera viewpoint. Our system produces photorealistic space-time videos with motion parallax and scene dynamics, while plausibly recovering regions occluded in the original views. We conduct extensive experiments demonstrating superior performance over baselines on public datasets and in-the-wild photos. Project page: https://3d-moments.github.io/
Key facts. Cited by 15 papers in the map (data through 7 Oct 2026). Builds on 45 of its 62 references that are in the map. First posted on arXiv 12 May 2022.
Builds on
45 of 62 references.
References · 45
- 2015Deep Residual Learning for Image Recognitioncited by 51,809
- 2014Adam: A Method for Stochastic Optimizationcited by 36,960
- 2018The Unreasonable Effectiveness of Deep Features as a Perceptual Metriccited by 11,029
- 2015Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shiftcited by 6,979
- 2016Perceptual Losses for Real-Time Style Transfer and Super-Resolutioncited by 2,678
- 2020RAFT: Recurrent All-Pairs Field Transforms for Optical Flowcited by 2,385
- 2021Vision Transformers for Dense Predictioncited by 1,789
- 2020pixelNeRF: Neural Radiance Fields from One or Few Imagescited by 1,574
- 2018Group Normalizationcited by 1,514
- 2019Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfercited by 1,484
- 2020D-NeRF: Neural Radiance Fields for Dynamic Scenescited by 1,459
- 2020Neural Sparse Voxel Fieldscited by 959
33 more
- 2020NeRF++: Analyzing and Improving Neural Radiance Fieldscited by 857
- 2020Accelerating 3D Deep Learning with PyTorch3Dcited by 781
- 2020Neural Scene Flow Fields for Space-Time View Synthesis of Dynamic Scenescited by 750
- 2021IBRNet: Learning Multi-View Image-Based Renderingcited by 698
- 2017Video Enhancement with Task-Oriented Flowcited by 612
- 2020Space-time Neural Irradiance Fields for Free-Viewpoint Videocited by 414
- 2021Advances in Neural Renderingcited by 365
- 2019SynSin: End-to-end View Synthesis from a Single Imagecited by 364
- 2017Super SloMo: High Quality Estimation of Multiple Intermediate Frames for Video Interpolationcited by 321
- 2020Softmax Splatting for Video Frame Interpolationcited by 276
- 2020State of the Art on Neural Renderingcited by 276
- 2020Single-View View Synthesis with Multiplane Imagescited by 263
- 2019Depth-Aware Video Frame Interpolationcited by 232
- 2017Video Frame Interpolation via Adaptive Separable Convolutioncited by 211
- 20203D Photography using Context-aware Layered Depth Inpaintingcited by 206
- 2019Pushing the Boundaries of View Extrapolation with Multiplane Imagescited by 191
- 2020Novel View Synthesis of Dynamic Scenes with Globally Coherent Depths from a Monocular Cameracited by 166
- 2017Video Frame Interpolation via Adaptive Convolutioncited by 158
- 2019Quadratic video interpolationcited by 143
- 2019AdaCoF: Adaptive Collaboration of Flows for Video Frame Interpolationcited by 133
- 20193D Ken Burns Effect from a Single Imagecited by 128
- 2021XVFI: eXtreme Video Frame Interpolationcited by 123
- 2019Learning the Depths of Moving People by Watching Frozen Peoplecited by 120
- 2020BMBC:Bilateral Motion Estimation with Bilateral Cost Volume for Video Interpolationcited by 117
- 2021Asymmetric Bilateral Motion Estimation for Video Frame Interpolationcited by 101
- 2021Geometry-Free View Synthesis: Transformers and no 3D Priorscited by 99
- 2018Layer-structured 3D Scene Inference via View Synthesiscited by 82
- 2021PixelSynth: Generating a 3D-Consistent Experience from a Single Imagecited by 82
- 20204D Visualization of Dynamic Events from Unconstrained Multi-View Videoscited by 66
- 2020Enhanced Quadratic Video Interpolationcited by 48
- 2021SLIDE: Single Image 3D Photography with Soft Layering and Depth-aware Inpaintingcited by 48
- 2020One Shot 3D Photographycited by 45
- 2020Revisiting Adaptive Convolutions for Video Frame Interpolationcited by 32
Built on by
Citing papers per year: 2022: 1; 2023: 8; 2024: 2; 2025: 3; 2026: 1.
15 papers.
Sort:
By area:
- 2023Generative Image Dynamicscited by 93
- 2022Removing Objects From Neural Radiance Fieldscited by 66
- 2023Flow supervision for Deformable NeRFcited by 42
- 20233D Cinemagraphy from a Single Imagecited by 23
- 2023Make-It-4D: Synthesizing a Consistent Long-Term Dynamic Scene Video from a Single Imagecited by 19
- 2025RI3D: Few-Shot Gaussian Splatting With Repair and Inpainting Diffusion Priorscited by 17
- 2023Learning 3D Photography Videos via Self-supervised Diffusion on Single Imagescited by 8
- 2024SpatialMe: Stereo Video Conversion Using Depth-Warping and Blend-Inpaintingcited by 7
- 20233D Video Loops from Asynchronous Inputcited by 4
- 2025Optimizing 4D Gaussians for Dynamic Scene Video from Single Landscape Imagescited by 4
- 2023ReShader: View-Dependent Highlights for Single Image View-Synthesiscited by 3
- 2023MagicScroll: Nontypical Aspect-Ratio Image Generation for Visual Storytelling via Multi-Layered Semantic-Aware Denoisingcited by 2
3 more
- 2026Eulerian Motion Reconstruction for Water Scenery29 Sep 2026
- 2025ROSGS: Relightable Outdoor Scenes With Gaussian Splatting14 Sep 2025
- 2025Optimizing 4D Gaussians for Dynamic Scene Video from Single Landscape Images4 Apr 2025
- 2025RI3D: Few-Shot Gaussian Splatting With Repair and Inpainting Diffusion Priors13 Mar 2025
- 2024SpatialMe: Stereo Video Conversion Using Depth-Warping and Blend-Inpainting16 Dec 2024
- 2024Forecasting Future Videos from Novel Views via Disentangled 3D Scene Representation31 Jul 2024
- 2023MagicScroll: Nontypical Aspect-Ratio Image Generation for Visual Storytelling via Multi-Layered Semantic-Aware Denoising18 Dec 2023
- 2023ReShader: View-Dependent Highlights for Single Image View-Synthesis19 Sep 2023
- 2023Generative Image Dynamics14 Sep 2023
- 2023Make-It-4D: Synthesizing a Consistent Long-Term Dynamic Scene Video from a Single Image20 Aug 2023
- 2023Flow supervision for Deformable NeRF28 Mar 2023
- 20233D Cinemagraphy from a Single Image10 Mar 2023
3 more
- 20233D Video Loops from Asynchronous Input9 Mar 2023
- 2023Learning 3D Photography Videos via Self-supervised Diffusion on Single Images21 Feb 2023
- 2022Removing Objects From Neural Radiance Fields22 Dec 2022
- 2023Generative Image Dynamicscited by 93
- 2022Removing Objects From Neural Radiance Fieldscited by 66
- 2023Flow supervision for Deformable NeRFcited by 42
- 20233D Cinemagraphy from a Single Imagecited by 23
- 2023Make-It-4D: Synthesizing a Consistent Long-Term Dynamic Scene Video from a Single Imagecited by 19
- 2023Learning 3D Photography Videos via Self-supervised Diffusion on Single Imagescited by 8
- 2024SpatialMe: Stereo Video Conversion Using Depth-Warping and Blend-Inpaintingcited by 7
- 20233D Video Loops from Asynchronous Inputcited by 4
- 2025Optimizing 4D Gaussians for Dynamic Scene Video from Single Landscape Imagescited by 4
- 2023ReShader: View-Dependent Highlights for Single Image View-Synthesiscited by 3
- 2023MagicScroll: Nontypical Aspect-Ratio Image Generation for Visual Storytelling via Multi-Layered Semantic-Aware Denoisingcited by 2
- 2025ROSGS: Relightable Outdoor Scenes With Gaussian Splattingcited by 2
12 most cited of 14 All 14 (JSON)
- 2026Eulerian Motion Reconstruction for Water Scenery29 Sep 2026
- 2025ROSGS: Relightable Outdoor Scenes With Gaussian Splatting14 Sep 2025
- 2025Optimizing 4D Gaussians for Dynamic Scene Video from Single Landscape Images4 Apr 2025
- 2024SpatialMe: Stereo Video Conversion Using Depth-Warping and Blend-Inpainting16 Dec 2024
- 2024Forecasting Future Videos from Novel Views via Disentangled 3D Scene Representation31 Jul 2024
- 2023MagicScroll: Nontypical Aspect-Ratio Image Generation for Visual Storytelling via Multi-Layered Semantic-Aware Denoising18 Dec 2023
- 2023ReShader: View-Dependent Highlights for Single Image View-Synthesis19 Sep 2023
- 2023Generative Image Dynamics14 Sep 2023
- 2023Make-It-4D: Synthesizing a Consistent Long-Term Dynamic Scene Video from a Single Image20 Aug 2023
- 2023Flow supervision for Deformable NeRF28 Mar 2023
- 20233D Cinemagraphy from a Single Image10 Mar 2023
- 20233D Video Loops from Asynchronous Input9 Mar 2023
12 newest of 14 All 14 (JSON)