Research map / 3D vision / Depth and stereo
Light Field Spatial Super-Resolution via Deep Combinatorial Geometry Embedding and Structural Consistency Regularization
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use All-to-One fusion instead of All-to-All image fusion (ablation) | LF spatial SR · Stanford Lytro General | PSNR: 41.25 -> 41.81 | Helped |
| Use All-to-One fusion instead of All-to-All feature fusion (ablation) | LF spatial SR · Kalantari | PSNR: 43.13 -> 43.79 | Helped |
| Use All-to-One fusion instead of All-to-All image fusion (ablation) | LF spatial SR · HCI new | PSNR: 37.12 -> 38.24 | Helped |
| Add structural consistency regularization (ablation) | All-to-One LF spatial SR · Stanford Lytro Occlusions | PSNR: 41.62 -> 41.92 | Helped |
| Add structural consistency regularization (ablation) | All-to-One LF spatial SR · HCI new | PSNR: 38.24 -> 38.52 | Helped |
| Add structural consistency regularization (ablation) | All-to-One LF spatial SR · Occlusion_43_eslf | PSNR: 33.87 -> 34.53 | Helped |
Closest papers by meaning
- Occlusion-Embedded Hybrid Transformer for Light Field Super-Resolution (AAAI 2025 · similarity 0.86)
- Continuous Optical Zooming: A Benchmark for Arbitrary-Scale Image Super-Resolution in Real World (CVPR 2024 · similarity 0.85)
- S2D-LFE: Sparse-to-Dense Light Field Event Generation (CVPR 2025 · similarity 0.85)
- From Pixels to Views: Learning Angular-Aware and Physics-Consistent Representations for Light Field Microscopy (NeurIPS 2025 · similarity 0.85)
- NeLF-Pro: Neural Light Field Probes for Multi-Scale Novel View Synthesis (CVPR 2024 · similarity 0.85)
- Sequence Matters: Harnessing Video Models in 3D Super-Resolution (AAAI 2025 · similarity 0.84)
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