6.1 Taxonomy From Master Map
该文件从 paper_master_map.csv 自动生成，是 Stage 6
的结构化 taxonomy 主入口。NotebookLM
的路线叙述可作为解释层，但系统分类以这里的
task × representation × model_family 为准。
Primary Task
| panorama_generation_general |
9 |
Diffusion360: Seamless 360 Degree Panoramic Image Generation based
on Diffusion Models; Spherical manifold guided diffusion model for
panoramic image generation; Conditional Panoramic Image Generation via
Masked Autoregressive Modeling; TanDiT: Tangent-Plane Diffusion
Transformer for High-Quality 360 {\deg} Panorama Generation; SphereDiff:
Tuning-free 360° Static and Dynamic Panorama Generation via Spherical
Latent Representation; JoPano: Unified Panorama Generation via Joint
Modeling |
| image_or_nfov_to_panorama |
4 |
360-Degree Panorama Generation from Few Unregistered NFoV Images;
Panorama Generation From NFoV Image Done Right; CubeDiff: Repurposing
Diffusion-Based Image Models for Panorama Generation; CamFreeDiff:
camera-free image to panorama generation with diffusion model |
| text_to_panorama |
4 |
Taming Stable Diffusion for Text to 360° Panorama Image Generation;
What Makes for Text to 360-degree Panorama Generation with Stable
Diffusion?; DiffPano: Scalable and Consistent Text to Panorama
Generation with Spherical Epipolar-Aware Diffusion; Spherical Dense
Text-to-Image Synthesis |
| multi_view_panorama |
3 |
DiffPano++: Scalable and Consistent Multi-View Panorama Generation
with Spherical Epipolar-Aware Diffusion; PanoFree: Tuning-Free Holistic
Multi-view Image Generation with Cross-View Self-guidance; MVDiffusion:
Enabling Holistic Multi-view Image Generation with Correspondence-Aware
Diffusion |
| panorama_editing_or_translation |
3 |
SphereDrag: Spherical Geometry-Aware Panoramic Image Editing; Omni2:
Unifying Omnidirectional Image Generation and Editing in an Omni Model;
360PanT: Training-Free Text-Driven 360-Degree Panorama-to-Panorama
Translation |
| panorama_outpainting |
2 |
PanoDiffusion: 360-degree Panorama Outpainting via Diffusion;
Spherical-nested diffusion model for panoramic image outpainting |
| panorama_video_generation |
2 |
360dvd: Controllable panorama video generation with 360-degree video
diffusion model; 360Anything: Geometry-Free Lifting of Images and Videos
to 360° |
| 3d_or_lifting_to_360 |
1 |
DreamCube: 3D Panorama Generation via Multi-plane
Synchronization |
| top_down_to_panorama |
1 |
Top2Pano: Learning to Generate Indoor Panoramas from Top-Down
View |
Primary Representation
| erp_direct_or_mixed |
15 |
Taming Stable Diffusion for Text to 360° Panorama Image Generation;
Diffusion360: Seamless 360 Degree Panoramic Image Generation based on
Diffusion Models; 360-Degree Panorama Generation from Few Unregistered
NFoV Images; Panorama Generation From NFoV Image Done Right;
PanoDiffusion: 360-degree Panorama Outpainting via Diffusion; What Makes
for Text to 360-degree Panorama Generation with Stable Diffusion? |
| spherical_latent_or_manifold |
6 |
Spherical manifold guided diffusion model for panoramic image
generation; Spherical-nested diffusion model for panoramic image
outpainting; SphereDiff: Tuning-free 360° Static and Dynamic Panorama
Generation via Spherical Latent Representation; Spherical Dense
Text-to-Image Synthesis; SphereDiffusion: Spherical Geometry-Aware
Distortion Resilient Diffusion Model; SphereDrag: Spherical
Geometry-Aware Panoramic Image Editing |
| multi_view_crops |
4 |
DiffPano++: Scalable and Consistent Multi-View Panorama Generation
with Spherical Epipolar-Aware Diffusion; DiffPano: Scalable and
Consistent Text to Panorama Generation with Spherical Epipolar-Aware
Diffusion; PanoFree: Tuning-Free Holistic Multi-view Image Generation
with Cross-View Self-guidance; MVDiffusion: Enabling Holistic Multi-view
Image Generation with Correspondence-Aware Diffusion |
| cubemap |
2 |
CubeDiff: Repurposing Diffusion-Based Image Models for Panorama
Generation; DreamCube: 3D Panorama Generation via Multi-plane
Synchronization |
| geometry_free_360_lifting |
1 |
360Anything: Geometry-Free Lifting of Images and Videos to 360° |
| tangent_plane |
1 |
TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360
{\deg} Panorama Generation |
Model Family
| stable_diffusion_or_unet_diffusion |
15 |
Taming Stable Diffusion for Text to 360° Panorama Image Generation;
Diffusion360: Seamless 360 Degree Panoramic Image Generation based on
Diffusion Models; PanoDiffusion: 360-degree Panorama Outpainting via
Diffusion; What Makes for Text to 360-degree Panorama Generation with
Stable Diffusion?; DiffPano++: Scalable and Consistent Multi-View
Panorama Generation with Spherical Epipolar-Aware Diffusion; Spherical
manifold guided diffusion model for panoramic image generation |
| unknown_or_mixed |
6 |
360-Degree Panorama Generation from Few Unregistered NFoV Images;
Panorama Generation From NFoV Image Done Right; Spherical Dense
Text-to-Image Synthesis; Top2Pano: Learning to Generate Indoor Panoramas
from Top-Down View; DreamCube: 3D Panorama Generation via Multi-plane
Synchronization; 360Anything: Geometry-Free Lifting of Images and Videos
to 360° |
| diffusion_transformer |
3 |
TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360
{\deg} Panorama Generation; SphereDrag: Spherical Geometry-Aware
Panoramic Image Editing; Omni2: Unifying Omnidirectional Image
Generation and Editing in an Omni Model |
| training_free_guidance |
3 |
SphereDiff: Tuning-free 360° Static and Dynamic Panorama Generation
via Spherical Latent Representation; 360PanT: Training-Free Text-Driven
360-Degree Panorama-to-Panorama Translation; PanoFree: Tuning-Free
Holistic Multi-view Image Generation with Cross-View Self-guidance |
| masked_autoregressive |
1 |
Conditional Panoramic Image Generation via Masked Autoregressive
Modeling |
| unified_omni_model |
1 |
JoPano: Unified Panorama Generation via Joint Modeling |