6.5 指标对比 & SOTA
状态：Stage 6.5 是 SOTA 证据索引页，不直接产生 SOTA 结论。只有
paper_metric_result_verified.csv中的高置信记录才允许进入sota_rankings.md。
当前结论
- 当前 verified rows:
0。 - 若 verified rows 为 0，系统不能回答“谁是 SOTA”，只能回答“哪些结果值得复核/精读”。
- 已新增
paper_metric_result_raw.csv/paper_metric_result_review_queue.csv/paper_metric_result_verified.csv三层产物。 paper_metric_result.csv/md是兼容旧入口的 raw 结果；正式 SOTA 排序只读取 verified 结果。candidate_comparable=yes表示进入 review queue；正式 SOTA 排序前仍需人工确认 split / resolution / sample_count / backbone / baseline_retrained。comparable=yes只允许 verified 层使用。
结构化产物索引
| 产物 | 用途 | 当前数量/状态 |
|---|---|---|
| paper_metric_result_raw.csv | 自动抽表全量结果 | 2809 |
| paper_metric_result_review_queue.csv | 待人工/agent 复核候选；公开预览隐藏 value | 84 |
| paper_metric_result_verified.csv | 高置信可排序行 | 0 |
| paper_dataset_role_map_v2.csv | dataset role gate / sota_eligible / block reason | dataset gate |
| dataset_registry.csv | dataset canonical / alias / modality / official metadata | registry draft |
| paper_claims.csv | 强 claim 抽取与降级 | 338 |
| claim_to_metric_review_queue.csv | 强 claim 到 metric review rows 的复核队列 | review queue |
| sota_rankings.md | 只从 verified rows 生成分榜 | 暂无 verified ranking |
| sota_candidate_evidence.md | 高风险候选证据附录，不可直接生成结论 | 140 |
| read_priority.csv | 论文精读入口 | 29 |
Rankable Status 统计
| rankable_status | rows |
|---|---|
| missing_dataset | 2089 |
| dataset_header_conflict | 221 |
| dataset_role=reference_only | 197 |
| ablation_only | 88 |
| needs_human_verify | 84 |
| missing_protocol | 57 |
| method_parse_suspect=empty_method | 32 |
| dataset_role=pretrain_source | 23 |
| method_parse_suspect=task_or_category_header | 12 |
| missing_metric_scope | 6 |
当前精读队列摘录（不是性能/排行）
| 论文 | score | survey_score | evidence_score | band | task | why_read |
|---|---|---|---|---|---|---|
| CubeDiff: Repurposing Diffusion-Based Image Models for Panorama Generation | 88 | 68 | 20 | high | image_or_nfov_to_panorama | core paper; code available; confirmed pipeline figure; 68 metric rows need ranking QA; cubemap |
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 75 | 70 | 5 | high | panorama_generation_general | core paper; code available; confirmed pipeline figure; 64 metric rows extracted but not rankable; masked_autoregressive |
| JoPano: Unified Panorama Generation via Joint Modeling | 75 | 70 | 5 | high | panorama_generation_general | core paper; code available; confirmed pipeline figure; 118 metric rows extracted but not rankable; unified_omni_model |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | 65 | 60 | 5 | high | text_to_panorama | core paper; code available; confirmed pipeline figure; 112 metric rows extracted but not rankable |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | 65 | 60 | 5 | high | text_to_panorama | core paper; code available; confirmed pipeline figure; 111 metric rows extracted but not rankable |
| Spherical manifold guided diffusion model for panoramic image generation | 63 | 58 | 5 | high | panorama_generation_general | core paper; confirmed pipeline figure; 100 metric rows extracted but not rankable; spherical_latent_or_manifold |
| SphereDiff: Tuning-free 360° Static and Dynamic Panorama Generation via Spherical Latent Representation | 61 | 56 | 5 | high | panorama_generation_general | core paper; code available; figure=partial_method_figure; 13 metric rows extracted but not rankable; spherical_latent_or_manifold |
| CamFreeDiff: camera-free image to panorama generation with diffusion model | 55 | 50 | 5 | high | image_or_nfov_to_panorama | core paper; confirmed pipeline figure; 47 metric rows extracted but not rankable |
| Spherical-nested diffusion model for panoramic image outpainting | 54 | 38 | 16 | medium | panorama_outpainting | core paper; 16 metric rows need ranking QA; spherical_latent_or_manifold |
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 53 | 48 | 5 | medium | panorama_generation_general | core paper; 252 metric rows extracted but not rankable; diffusion_transformer; tangent_plane |
Paper Claim Guard
下表只表示论文/NotebookLM 文本中的强 claim 被抽到，默认都是
paper_claim_until_metric_supported。当 verified rows 为 0 时，综述生成器不得把这些 claim 写成系统结论。
| claim_type | rows |
|---|---|
| novelty_claim | 189 |
| sota_claim | 99 |
| performance_claim | 38 |
| significance_claim | 12 |
| 论文 | claim_type | status | trigger | metric_ctx | dataset_ctx |
|---|---|---|---|---|---|
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | sota_claim | paper_claim_until_metric_supported | SoTA | yes | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | sota_claim | paper_claim_until_metric_supported | State-of-the-art | no | yes |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | sota_claim | paper_claim_until_metric_supported | State-of-the-art | no | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | novelty_claim | paper_claim_until_metric_supported | First | no | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Diffusion360: Seamless 360 Degree Panoramic Image Generation based on Diffusion Models | novelty_claim | paper_claim_until_metric_supported | first | no | yes |
| Diffusion360: Seamless 360 Degree Panoramic Image Generation based on Diffusion Models | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | sota_claim | paper_claim_until_metric_supported | SOTA | no | yes |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | novelty_claim | paper_claim_until_metric_supported | First | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | performance_claim | paper_claim_until_metric_supported | outperforms | no | no |
| Panorama Generation From NFoV Image Done Right | sota_claim | paper_claim_until_metric_supported | SOTA | yes | yes |
| Panorama Generation From NFoV Image Done Right | sota_claim | paper_claim_until_metric_supported | SOTA | no | yes |
| Panorama Generation From NFoV Image Done Right | sota_claim | paper_claim_until_metric_supported | state-of-the-art | yes | yes |
| Panorama Generation From NFoV Image Done Right | novelty_claim | paper_claim_until_metric_supported | first | yes | no |
| Panorama Generation From NFoV Image Done Right | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Panorama Generation From NFoV Image Done Right | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Panorama Generation From NFoV Image Done Right | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Panorama Generation From NFoV Image Done Right | novelty_claim | paper_claim_until_metric_supported | first | yes | no |
| Panorama Generation From NFoV Image Done Right | novelty_claim | paper_claim_until_metric_supported | first | no | yes |
| Panorama Generation From NFoV Image Done Right | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Panorama Generation From NFoV Image Done Right | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Panorama Generation From NFoV Image Done Right | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | sota_claim | paper_claim_until_metric_supported | state-of-the-art | yes | yes |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | novelty_claim | paper_claim_until_metric_supported | First | no | yes |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | performance_claim | paper_claim_until_metric_supported | outperforms | no | no |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | performance_claim | paper_claim_until_metric_supported | outperforms | no | yes |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | performance_claim | paper_claim_until_metric_supported | outperform | yes | yes |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | performance_claim | paper_claim_until_metric_supported | outperforms | no | no |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | performance_claim | paper_claim_until_metric_supported | outperforms | no | no |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | performance_claim | paper_claim_until_metric_supported | best | no | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | sota_claim | paper_claim_until_metric_supported | SoTA | no | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | sota_claim | paper_claim_until_metric_supported | SoTA | yes | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | sota_claim | paper_claim_until_metric_supported | SoTA | yes | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | sota_claim | paper_claim_until_metric_supported | state-of-the-art | yes | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | sota_claim | paper_claim_until_metric_supported | State-of-the-art | no | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | sota_claim | paper_claim_until_metric_supported | SoTA | no | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | sota_claim | paper_claim_until_metric_supported | SOTA | no | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | no | yes |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | yes | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | yes | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | First | no | no |
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Spherical manifold guided diffusion model for panoramic image generation | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| Spherical manifold guided diffusion model for panoramic image generation | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| Spherical manifold guided diffusion model for panoramic image generation | sota_claim | paper_claim_until_metric_supported | state-of-the-art | no | no |
| Spherical manifold guided diffusion model for panoramic image generation | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Spherical manifold guided diffusion model for panoramic image generation | novelty_claim | paper_claim_until_metric_supported | first | no | no |
| Spherical manifold guided diffusion model for panoramic image generation | novelty_claim | paper_claim_until_metric_supported | first | no | no |
禁止下游直接使用的字段
| 字段/章节 | 原因 | 允许用法 |
|---|---|---|
| sota_candidate_evidence.md | 包含论文原文强 claim，尚未 verified | 只能写“作者声称/待复核候选” |
| paper_claims.csv | 强 claim 抽取层，不是事实层 | 用于 claim audit 和精读队列 |
| paper_metric_result_review_queue.csv | 候选可比，不是高置信可比 | 人工/agent 复核后才能晋升 verified |
| evidence_score | 待复核证据量，不代表方法更强 | 用于决定先复核哪些论文 |
不可比风险清单
| 风险 | 说明 |
|---|---|
| 任务不同 | text-to-panorama、NFoV-to-panorama、outpainting、editing、video 不能混排。 |
| 数据集不同 | SUN360、Matterport3D、Structured3D、Laval、Pano360 等不可直接合榜。 |
| 评测区域不同 | ERP 全图、裁剪区域、cubemap/tangent view、perspective projection 指标不可直接比较。 |
| 指标实现不同 | FID/CLIPScore 依赖 backbone、参考集、样本数、分辨率。 |
| baseline 不公平 | 有些表格重训 baseline，有些直接引用原论文结果。 |
可比性规则
- 同数据集。
- 同任务，例如 text-to-panorama、NFoV-to-panorama、outpainting、editing 不混排。
- 同指标，且方向一致。
- 同分辨率、采样数量、评测 split、CLIP/FID backbone 等设置尽量一致。
- 不同论文计算方式不同的，放入注意事项，不进入 SOTA 排序。
指标出现频次
| 指标 | 出现论文数 |
|---|---|
| CLIPScore | 39 |
| FID | 26 |
| Inception Score | 25 |
| accuracy | 12 |
| FAED | 8 |
| user study | 8 |
| LPIPS | 7 |
| PSNR | 7 |
| CLIP-FID | 5 |
| KID | 5 |
| preference | 5 |
| SSIM | 4 |
| sFID | 3 |
| DS | 3 |
| RS | 2 |
| IoU | 2 |
| RMSE | 2 |
| MAE | 2 |
| AbsREL | 2 |
| OmniFID | 2 |
| runtime | 2 |
| CLIP-aesthetic | 2 |
| Distort-FID | 1 |
| Delta1.25 | 1 |
| TangentFID | 1 |
| TangentIS | 1 |
| Seam-SSIM | 1 |
| Seam-Sobel | 1 |
| ImageReward | 1 |
| CMMD | 1 |
| DISTS | 1 |
| DINO-score | 1 |
| TFLOPs | 1 |
| latency | 1 |
| Intra-LPIPS | 1 |
| Cross-LPIPS | 1 |
| FVD | 1 |
SOTA 候选证据附录
高风险长文本候选证据已移到 sota_candidate_evidence.md /
sota_candidate_evidence.csv。这些文本不能绕过
paper_claims.csv 和 verified hard
gate，不能直接生成“领先/SOTA/最佳”等结论。
Metric Table Candidates
parse_hint_unverified只表示表格解析线索，不代表已经形成可排序 comparable group。
| 论文 | table | metrics | datasets | status | parse_hint_unverified |
|---|---|---|---|---|---|
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | 1 | CLIPScore;FAED;FID;Inception Score | needs_structured_parse | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | 2 | CLIPScore;FAED;FID;Inception Score | needs_structured_parse | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | 3 | CLIPScore;FID;Inception Score;IoU | needs_structured_parse | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | 4 | weak_table_candidate | |||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | 5 | CLIPScore;FID;Inception Score | needs_structured_parse | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | 6 | CLIPScore;RS | needs_structured_parse | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | 7 | CLIPScore;FID;Inception Score;IoU;RS | needs_structured_parse | ||
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | 1 | FID | LAVAL;SUN360 | needs_structured_parse | image_or_nfov_to_panorama|LAVAL|FID |
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | 2 | LAVAL;LAVAL Indoor;Laval Indoor;SUN360 | weak_table_candidate | ||
| 360-Degree Panorama Generation from Few Unregistered NFoV Images | 3 | FID | needs_structured_parse | ||
| Panorama Generation From NFoV Image Done Right | 1 | SUN360 | weak_table_candidate | ||
| Panorama Generation From NFoV Image Done Right | 2 | CLIP-FID;Distort-FID;FID;Inception Score | LAVAL;LAVAL Indoor;Laval Indoor;SUN360 | needs_structured_parse | image_or_nfov_to_panorama|LAVAL|CLIP-FID |
| Panorama Generation From NFoV Image Done Right | 3 | CLIP-FID;Distort-FID;FID;Inception Score | needs_structured_parse | ||
| Panorama Generation From NFoV Image Done Right | 4 | CLIP-FID;Distort-FID;FID;Inception Score | needs_structured_parse | ||
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | 1 | FID;sFID | needs_structured_parse | ||
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | 2 | FID;sFID | Structured3D | needs_structured_parse | panorama_outpainting|Structured3D|FID |
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | 3 | FID;sFID | needs_structured_parse | ||
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | 4 | AbsREL;Delta1.25;MAE;RMSE | needs_structured_parse | ||
| PanoDiffusion: 360-degree Panorama Outpainting via Diffusion | 5 | weak_table_candidate | |||
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | 1 | FAED;FID | needs_structured_parse | ||
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | 2 | FAED;FID | needs_structured_parse | ||
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | 3 | CLIPScore;FAED;FID;Inception Score | needs_structured_parse | ||
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | 4 | FAED;FID | needs_structured_parse | ||
| What Makes for Text to 360-degree Panorama Generation with Stable Diffusion? | 5 | FAED;FID | needs_structured_parse | ||
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | 1 | CLIPScore;FID;Inception Score | needs_structured_parse | ||
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | 2 | CLIPScore;FID;Inception Score;PSNR;SSIM;user study | needs_structured_parse | ||
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | 3 | CLIPScore;FID;Inception Score;PSNR;SSIM | needs_structured_parse | ||
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | 4 | CLIPScore;FID;Inception Score;LPIPS;PSNR;SSIM | needs_structured_parse | ||
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | 5 | FID;Inception Score | needs_structured_parse | ||
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | 6 | weak_table_candidate | |||
| DiffPano++: Scalable and Consistent Multi-View Panorama Generation with Spherical Epipolar-Aware Diffusion | 7 | weak_table_candidate | |||
| Spherical manifold guided diffusion model for panoramic image generation | 1 | CLIPScore;FAED;FID;OmniFID | needs_structured_parse | ||
| Spherical manifold guided diffusion model for panoramic image generation | 2 | CLIPScore;FID | needs_structured_parse | ||
| Spherical-nested diffusion model for panoramic image outpainting | 1 | FID | Matterport3D;Structured3D | needs_structured_parse | panorama_outpainting|Matterport3D|FID |
| Spherical-nested diffusion model for panoramic image outpainting | 2 | FID | Matterport3D;Structured3D | needs_structured_parse | panorama_outpainting|Matterport3D|FID |
| Spherical-nested diffusion model for panoramic image outpainting | 3 | FID | Matterport3D | needs_structured_parse | panorama_outpainting|Matterport3D|FID |
| Spherical-nested diffusion model for panoramic image outpainting | 4 | FID | needs_structured_parse | ||
| Spherical-nested diffusion model for panoramic image outpainting | 5 | FID | Matterport3D | needs_structured_parse | panorama_outpainting|Matterport3D|FID |
| Spherical-nested diffusion model for panoramic image outpainting | 6 | FID | Matterport3D | needs_structured_parse | panorama_outpainting|Matterport3D|FID |
| CubeDiff: Repurposing Diffusion-Based Image Models for Panorama Generation | 1 | CLIP-FID;CLIPScore;FAED;FID;KID | LAVAL;LAVAL Indoor;Laval Indoor;SUN360 | needs_structured_parse | image_or_nfov_to_panorama|LAVAL|CLIP-FID |
| CubeDiff: Repurposing Diffusion-Based Image Models for Panorama Generation | 2 | CLIP-FID;FID;KID | LAVAL;LAVAL Indoor;Laval Indoor;SUN360 | needs_structured_parse | image_or_nfov_to_panorama|LAVAL|CLIP-FID |
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 1 | CLIPScore;DS;FAED;FID | Matterport3D | needs_structured_parse | panorama_generation_general|Matterport3D|CLIPScore |
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 2 | FID | Matterport3D | needs_structured_parse | panorama_generation_general|Matterport3D|FID |
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 3 | CLIPScore;DS;FID | needs_structured_parse | ||
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 4 | FID | needs_structured_parse | ||
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 5 | FID | needs_structured_parse | ||
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 6 | CLIPScore;DS;FAED;FID | Matterport3D | needs_structured_parse | panorama_generation_general|Matterport3D|CLIPScore |
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 7 | CLIPScore;DS;FAED;FID | Matterport3D | needs_structured_parse | panorama_generation_general|Matterport3D|CLIPScore |
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 8 | FID | Matterport3D | needs_structured_parse | panorama_generation_general|Matterport3D|FID |
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 9 | FID | needs_structured_parse | ||
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 10 | CLIPScore;DS;FID | Structured3D | needs_structured_parse | panorama_generation_general|Structured3D|CLIPScore |
| Conditional Panoramic Image Generation via Masked Autoregressive Modeling | 11 | CLIPScore;DS;FID | Structured3D | needs_structured_parse | panorama_generation_general|Structured3D|CLIPScore |
| DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion | 1 | CLIPScore;FID;Inception Score | needs_structured_parse | ||
| DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion | 2 | CLIPScore;FID;Inception Score;PSNR;SSIM;user study | needs_structured_parse | ||
| DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion | 3 | CLIPScore;FID;Inception Score;PSNR;SSIM | needs_structured_parse | ||
| DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion | 4 | CLIPScore;FID;Inception Score;LPIPS;PSNR;SSIM | needs_structured_parse | ||
| DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion | 5 | FID;Inception Score | needs_structured_parse | ||
| DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion | 6 | weak_table_candidate | |||
| DiffPano: Scalable and Consistent Text to Panorama Generation with Spherical Epipolar-Aware Diffusion | 7 | weak_table_candidate | |||
| CamFreeDiff: camera-free image to panorama generation with diffusion model | 1 | CLIPScore;FID;Inception Score;PSNR | Matterport3D;Structured3D | needs_structured_parse | image_or_nfov_to_panorama|Matterport3D|CLIPScore |
| CamFreeDiff: camera-free image to panorama generation with diffusion model | 2 | CLIPScore;FID;Inception Score;PSNR | Structured3D | needs_structured_parse | image_or_nfov_to_panorama|Structured3D|CLIPScore |
| CamFreeDiff: camera-free image to panorama generation with diffusion model | 3 | CLIPScore;FID;Inception Score;PSNR | Matterport3D | needs_structured_parse | image_or_nfov_to_panorama|Matterport3D|CLIPScore |
| CamFreeDiff: camera-free image to panorama generation with diffusion model | 4 | Matterport3D | weak_table_candidate | ||
| CamFreeDiff: camera-free image to panorama generation with diffusion model | 5 | CLIPScore;FID;Inception Score;PSNR | Structured3D | needs_structured_parse | image_or_nfov_to_panorama|Structured3D|CLIPScore |
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 1 | weak_table_candidate | |||
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 2 | CLIPScore;DS;FAED;FID;Inception Score;KID;OmniFID;TangentFID;TangentIS | needs_structured_parse | ||
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 3 | CLIPScore;DS;FAED;FID;Inception Score;KID;OmniFID;TangentFID;TangentIS | needs_structured_parse | ||
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 4 | weak_table_candidate | |||
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 5 | CLIPScore;DS;FAED;FID;Inception Score;KID;OmniFID;TangentFID;TangentIS | needs_structured_parse | ||
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 6 | CLIPScore;DS;FAED;FID;Inception Score;KID;OmniFID;TangentFID;TangentIS | needs_structured_parse | ||
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 7 | CLIPScore;DS;FAED;FID;Inception Score;KID;OmniFID;TangentFID;TangentIS | needs_structured_parse | ||
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 8 | CLIPScore;DS;FAED;FID;Inception Score;KID;OmniFID;TangentFID;TangentIS | needs_structured_parse | ||
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 9 | CLIPScore;DS;FAED;FID;Inception Score;KID;OmniFID;TangentFID;TangentIS | needs_structured_parse | ||
| TanDiT: Tangent-Plane Diffusion Transformer for High-Quality 360 {\deg} Panorama Generation | 10 | CLIPScore;DS;FAED;FID;Inception Score;KID;OmniFID;TangentFID;TangentIS | needs_structured_parse | ||
| SphereDiff: Tuning-free 360° Static and Dynamic Panorama Generation via Spherical Latent Representation | 1 | weak_table_candidate | |||
| SphereDiff: Tuning-free 360° Static and Dynamic Panorama Generation via Spherical Latent Representation | 2 | CLIPScore;user study | needs_structured_parse | ||
| SphereDiff: Tuning-free 360° Static and Dynamic Panorama Generation via Spherical Latent Representation | 3 | CLIPScore;runtime | needs_structured_parse | ||
| SphereDiff: Tuning-free 360° Static and Dynamic Panorama Generation via Spherical Latent Representation | 4 | weak_table_candidate | |||
| JoPano: Unified Panorama Generation via Joint Modeling | 1 | CLIP-FID;CLIPScore;FID;Inception Score | SUN360;Structure3D | needs_structured_parse | panorama_generation_general|SUN360|CLIP-FID |
| JoPano: Unified Panorama Generation via Joint Modeling | 2 | CLIP-FID;FID;Inception Score;SSIM;Seam-SSIM;Seam-Sobel | SUN360 | needs_structured_parse | panorama_generation_general|SUN360|CLIP-FID |
Paper Metric Result Preview
公开 markdown 只展示
value_hidden。真实数值保留在 CSV 供人工/agent 复核，不能被下游当成榜单。
| 论文 | method | method_row_role | method_parse_suspect | dataset | metric | value_hidden | metric_scope | comparable_group | comparable | candidate_comparable | rankable_status | allowed_use | do_not_rank | ranking_allowed | reason |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Text2Light [4] | baseline_or_reported_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Text2Light [4] | baseline_or_reported_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Text2Light [4] | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Text2Light [4] | baseline_or_reported_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Text2Light [4] | baseline_or_reported_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Text2Light [4] | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Text2Light [4] | baseline_or_reported_method | no | FID | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Text2Light [4] | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Text2Light [4] | baseline_or_reported_method | no | CLIPScore | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | MVDiffusion [47] | baseline_or_reported_method | no | FID | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | MVDiffusion [47] | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | MVDiffusion [47] | baseline_or_reported_method | no | CLIPScore | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | SD+LoRA [14, 31] | baseline_or_reported_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | SD+LoRA [14, 31] | baseline_or_reported_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | SD+LoRA [14, 31] | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | SD+LoRA [14, 31] | baseline_or_reported_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | SD+LoRA [14, 31] | baseline_or_reported_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | SD+LoRA [14, 31] | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | SD+LoRA [14, 31] | baseline_or_reported_method | no | FID | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | SD+LoRA [14, 31] | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | SD+LoRA [14, 31] | baseline_or_reported_method | no | CLIPScore | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | FID | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | CLIPScore | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | PanFusion (Ours) | current_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | PanFusion (Ours) | current_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | PanFusion (Ours) | current_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | PanFusion (Ours) | current_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | PanFusion (Ours) | current_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | PanFusion (Ours) | current_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | PanFusion (Ours) | current_method | no | FID | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | PanFusion (Ours) | current_method | no | Inception Score | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | PanFusion (Ours) | current_method | no | CLIPScore | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Pano Branch | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-joint | current_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-joint | current_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-joint | current_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-joint | current_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-joint | current_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-joint | current_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-SPE | current_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-SPE | current_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-SPE | current_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-SPE | current_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-SPE | current_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-SPE | current_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-mask | current_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-mask | current_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-mask | current_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-mask | current_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-mask | current_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-mask | current_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-bijective | current_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-bijective | current_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-bijective | current_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-bijective | current_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-bijective | current_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours-bijective | current_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours | current_method | no | FAED | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours | current_method | no | FID | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours | current_method | no | Inception Score | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours | current_method | no | CLIPScore | hidden_in_public_md | Panorama | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours | current_method | no | FID | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | Ours | current_method | no | Inception Score | hidden_in_public_md | 20 Views | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | MVDiffusion [47] | baseline_or_reported_method | no | IoU | hidden_in_public_md | Layout Consistency | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | MVDiffusion [47] | baseline_or_reported_method | no | IoU | hidden_in_public_md | Layout Consistency | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | MVDiffusion [47] | baseline_or_reported_method | no | FID | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | MVDiffusion [47] | baseline_or_reported_method | no | Inception Score | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset | ||
| Taming Stable Diffusion for Text to 360° Panorama Image Generation | MVDiffusion [47] | baseline_or_reported_method | no | CLIPScore | hidden_in_public_md | Horizontal 8 Views [47] | no | no | missing_dataset | audit_only | true | false | missing_dataset |
待补
- 复核
paper_metric_result_review_queue.csv的 table header、method row、dataset_role 和 eval_protocol。 - 复核通过后写入
paper_metric_result_verified.csv，再由sota_rankings.md生成分榜。 - 标注不可直接比较的指标实现差异。
- 使用
read_priority.csv/md作为精读优先级入口。 - 任何
paper_claims.csv中的强 claim，在 verified rows 为空时只能写为“作者声称/待复核”。