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该文件把 6.1 路线、6.2 figure QA、6.3/6.4/6.5 证据和代码可用性合成精读优先级。
survey_score偏综述价值，evidence_score偏可验证指标证据；分数是启发式排序，不替代人工判断。
| paper_id | 论文 | score | survey_score | evidence_score | band | task | representation | model_family | figure_status | code_url | review_queue_groups | verified_sota_groups | penalty | reason |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 983cfc7c8bda0d9e | CubeDiff: Repurposing Diffusion-Based Image Models for Panorama Generation | 88 | 68 | 20 | high | image_or_nfov_to_panorama | cubemap | stable_diffusion_or_unet_diffusion | confirmed_pipeline | https://github.com/seringrins/3-face-CubeDiff | 68 | 0 | core paper; code available; confirmed pipeline figure; 68 metric rows need ranking QA; cubemap | |
| 95bf3d1227a9198f | Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 75 | 70 | 5 | high | panorama_generation_general | erp_direct_or_mixed | masked_autoregressive | confirmed_pipeline | https://github.com/wang-chaoyang/par | 0 | 0 | core paper; code available; confirmed pipeline figure; 64 metric rows extracted but not rankable; masked_autoregressive | |
| 9388373ef8d8e684 | JoPano: Unified Panorama Generation via Joint Modeling | 75 | 70 | 5 | high | panorama_generation_general | erp_direct_or_mixed | unified_omni_model | confirmed_pipeline | https://github.com/VIPL-GENUN/JoPano | 0 | 0 | core paper; code available; confirmed pipeline figure; 118 metric rows extracted but not rankable; unified_omni_model | |
| a1a69b14748af5b3 | Taming Stable Diffusion for Text to 360° Panorama Image Generation | 65 | 60 | 5 | high | text_to_panorama | erp_direct_or_mixed | stable_diffusion_or_unet_diffusion | confirmed_pipeline | https://github.com/chengzhag/PanFusion | 0 | 0 | core paper; code available; confirmed pipeline figure; 112 metric rows extracted but not rankable | |
| 9753801176957726353 | What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | 65 | 60 | 5 | high | text_to_panorama | erp_direct_or_mixed | stable_diffusion_or_unet_diffusion | confirmed_pipeline | https://github.com/jinhong-ni/UniPano | 0 | 0 | core paper; code available; confirmed pipeline figure; 111 metric rows extracted but not rankable | |
| 9033796522063612996 | Spherical manifold guided diffusion model for panoramic image generation | 63 | 58 | 5 | high | panorama_generation_general | spherical_latent_or_manifold | stable_diffusion_or_unet_diffusion | confirmed_pipeline | None | 0 | 0 | code_url_not_verified | core paper; confirmed pipeline figure; 100 metric rows extracted but not rankable; spherical_latent_or_manifold |
| c040869e37d6b4ff | SphereDiff: Tuning-free 360° Static and Dynamic Panorama Generation via Spherical Latent Representation | 61 | 56 | 5 | high | panorama_generation_general | spherical_latent_or_manifold | training_free_guidance | partial_method_figure | https://github.com/pmh9960/SphereDiff | 0 | 0 | core paper; code available; figure=partial_method_figure; 13 metric rows extracted but not rankable; spherical_latent_or_manifold | |
| 4171918228778611344 | CamFreeDiff: camera-free image to panorama generation with diffusion model | 55 | 50 | 5 | high | image_or_nfov_to_panorama | erp_direct_or_mixed | stable_diffusion_or_unet_diffusion | confirmed_pipeline | None | 0 | 0 | code_url_not_verified | core paper; confirmed pipeline figure; 47 metric rows extracted but not rankable |
| 13521719276910748592 | Spherical-nested diffusion model for panoramic image outpainting | 54 | 38 | 16 | medium | panorama_outpainting | spherical_latent_or_manifold | stable_diffusion_or_unet_diffusion | missing_need_manual_check | None | 16 | 0 | code_url_not_verified; figure=missing_need_manual_check | core paper; 16 metric rows need ranking QA; spherical_latent_or_manifold |
| 4997777058189649127 | TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 53 | 48 | 5 | medium | panorama_generation_general | tangent_plane | diffusion_transformer | missing_need_manual_check | None | 0 | 0 | code_url_not_verified; figure=missing_need_manual_check | core paper; 252 metric rows extracted but not rankable; diffusion_transformer; tangent_plane |
| 4733265c143da4c5 | Spherical Dense Text-to-Image Synthesis | 53 | 48 | 5 | medium | text_to_panorama | spherical_latent_or_manifold | unknown_or_mixed | missing_need_manual_check | https://github.com/sdt2i/spherical-dense-text-to-image | 0 | 0 | figure=missing_need_manual_check | core paper; code available; 892 metric rows extracted but not rankable; spherical_latent_or_manifold |
| ec8de83b9dffe9af | SphereDiffusion: Spherical Geometry-Aware Distortion Resilient Diffusion Model | 53 | 48 | 5 | medium | panorama_generation_general | spherical_latent_or_manifold | stable_diffusion_or_unet_diffusion | missing_need_manual_check | https://github.com/WuTao-CS/SphereDiffusion | 0 | 0 | figure=missing_need_manual_check | core paper; code available; 30 metric rows extracted but not rankable; spherical_latent_or_manifold |
| 7f4864044e04e5ec | 360-Degree Panorama Generation from Few Unregistered NFoV Images | 45 | 40 | 5 | medium | image_or_nfov_to_panorama | erp_direct_or_mixed | unknown_or_mixed | wrong_or_placeholder | https://github.com/shanemankiw/Panodiff | 0 | 0 | figure=wrong_or_placeholder | core paper; code available; 3 metric rows extracted but not rankable |
| 79ab21dbadb25cf0 | Panorama Generation From NFoV Image Done Right | 45 | 40 | 5 | medium | image_or_nfov_to_panorama | erp_direct_or_mixed | unknown_or_mixed | wrong_or_placeholder | https://github.com/iSEE-Laboratory/PanoDecouple | 0 | 0 | figure=wrong_or_placeholder | core paper; code available; 93 metric rows extracted but not rankable |
| ba47839b8289ce8e | PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | 45 | 40 | 5 | medium | panorama_outpainting | erp_direct_or_mixed | stable_diffusion_or_unet_diffusion | missing_need_manual_check | https://github.com/PanoDiffusion/PanoDiffusion | 0 | 0 | figure=missing_need_manual_check | core paper; code available; 140 metric rows extracted but not rankable |
| 1507614108164de8 | DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | 45 | 40 | 5 | medium | multi_view_panorama | multi_view_crops | stable_diffusion_or_unet_diffusion | missing_need_manual_check | https://github.com/zju3dv/DiffPano | 0 | 0 | figure=missing_need_manual_check | core paper; code available; 60 metric rows extracted but not rankable |
| 29833d4576d49165 | DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion | 45 | 40 | 5 | medium | text_to_panorama | multi_view_crops | stable_diffusion_or_unet_diffusion | missing_need_manual_check | https://github.com/zju3dv/DiffPano | 0 | 0 | figure=missing_need_manual_check | core paper; code available; 60 metric rows extracted but not rankable |
| 7660116cdddca12e | Top2Pano: Learning to Generate Indoor Panoramas from Top-Down View | 45 | 40 | 5 | medium | top_down_to_panorama | erp_direct_or_mixed | unknown_or_mixed | wrong_or_placeholder | https://github.com/zhangzitong1312/top2pano | 0 | 0 | figure=wrong_or_placeholder | core paper; code available; 104 metric rows extracted but not rankable |
| 17615279564022297245 | Twindiffusion: Enhancing coherence and efficiency in panoramic image generation with diffusion models | 45 | 40 | 5 | medium | panorama_generation_general | erp_direct_or_mixed | stable_diffusion_or_unet_diffusion | wrong_or_placeholder | https://github.com/0606zt/TwinDiffusion | 0 | 0 | figure=wrong_or_placeholder | core paper; code available; 60 metric rows extracted but not rankable |
| 6158533852693537814 | Omni2: Unifying Omnidirectional Image Generation and Editing in an Omni Model | 45 | 40 | 5 | medium | panorama_editing_or_translation | erp_direct_or_mixed | diffusion_transformer | confirmed_pipeline | https://github.com/IntMeGroup/Omni2 | 0 | 0 | code available; confirmed pipeline figure; 68 metric rows extracted but not rankable; diffusion_transformer | |
| 98bafd1887bf33aa | Diffusion360: Seamless 360 Degree Panoramic Image Generation based on Diffusion Models | 40 | 40 | 0 | medium | panorama_generation_general | erp_direct_or_mixed | stable_diffusion_or_unet_diffusion | missing_need_manual_check | https://github.com/ArcherFMY/SD-T2I-360PanoImage | 0 | 0 | figure=missing_need_manual_check | core paper; code available |
| d8e4f250c9108fee | PanoFree: Tuning-Free Holistic Multi-view Image Generation with Cross-View Self-guidance | 35 | 30 | 5 | medium | multi_view_panorama | multi_view_crops | training_free_guidance | confirmed_pipeline | https://github.com/zxcvfd13502/PanoFree | 0 | 0 | code available; confirmed pipeline figure; 57 metric rows extracted but not rankable | |
| 7458159420666610471 | Multi-scale diffusion: Enhancing spatial layout in high-resolution panoramic image generation | 30 | 30 | 0 | medium | panorama_generation_general | erp_direct_or_mixed | stable_diffusion_or_unet_diffusion | missing_need_manual_check | None | 0 | 0 | code_url_not_verified; figure=missing_need_manual_check | core paper |
| 1647424063381971462 | 360PanT: Training-Free Text-Driven 360-Degree Panorama-to-Panorama Translation | 30 | 30 | 0 | medium | panorama_editing_or_translation | erp_direct_or_mixed | training_free_guidance | confirmed_pipeline | https://github.com/littlewhitesea/360PanT | 0 | 0 | code available; confirmed pipeline figure | |
| 11807705132560466246 | SphereDrag: Spherical Geometry-Aware Panoramic Image Editing | 23 | 18 | 5 | low | panorama_editing_or_translation | spherical_latent_or_manifold | diffusion_transformer | missing_need_manual_check | None | 0 | 0 | code_url_not_verified; figure=missing_need_manual_check | 39 metric rows extracted but not rankable; diffusion_transformer; spherical_latent_or_manifold |
| 8a685f26f0cd4183 | DreamCube: 3D Panorama Generation via Multi-plane Synchronization | 23 | 18 | 5 | low | 3d_or_lifting_to_360 | cubemap | unknown_or_mixed | missing_need_manual_check | https://github.com/Yukun-Huang/DreamCube | 0 | 0 | figure=missing_need_manual_check | code available; 65 metric rows extracted but not rankable; cubemap |
| 295fe81508610dea | MVDiffusion: Enabling Holistic Multi-view Image Generation with Correspondence-Aware Diffusion | 15 | 10 | 5 | low | multi_view_panorama | multi_view_crops | stable_diffusion_or_unet_diffusion | missing_need_manual_check | https://github.com/Tangshitao/MVDiffusion | 0 | 0 | figure=missing_need_manual_check | code available; 30 metric rows extracted but not rankable |
| 5251966204911209787 | 360dvd: Controllable panorama video generation with 360-degree video diffusion model | 10 | 10 | 0 | low | panorama_video_generation | erp_direct_or_mixed | stable_diffusion_or_unet_diffusion | missing_need_manual_check | https://github.com/Akaneqwq/360DVD | 0 | 0 | figure=missing_need_manual_check | code available |
| 6f20f134666d6e99 | 360Anything: Geometry-Free Lifting of Images and Videos to 360° | 5 | 0 | 5 | low | panorama_video_generation | geometry_free_360_lifting | unknown_or_mixed | missing_need_manual_check | None | 0 | 0 | code_url_not_verified; figure=missing_need_manual_check | 88 metric rows extracted but not rankable |