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+ ---
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+ license: apache-2.0
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+ tags:
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+ - gaussian-splatting
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+ - 3d-reconstruction
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+ - novel-view-synthesis
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+ - feed-forward
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+ datasets:
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+ - DL3DV/DL3DV-10K
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+ ---
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+
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+ # TokenGS-Loop
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+
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+ Feed-forward 3D Gaussian splatting from 4 posed views at 256×256, built on [LocusGS](https://github.com/leo-frank/LocusGS) / [TokenGS](https://github.com/nv-tlabs/TokenGS).
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+ The stack of 12 independent LocusGS decoder layers is replaced by **one decoder layer unrolled 12 times with shared weights**. Three additions make this work:
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+
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+ - round-conditioned FiLM gates;
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+ - render-error feedback from the input views;
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+ - stop-gradient between the error-free first round and the refinement rounds.
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+
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+ | file | branch | tokens | PSNR | LPIPS | SSIM |
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+ |---|---|---|---|---|---|
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+ | `errenc-sg/model.safetensors` (epoch 26) | `errenc-sg` | 1024 | 23.706 | 0.3043 | 0.7586 |
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+ | `split-clone/model.safetensors` (epoch 17) | `split-clone`: error-guided token splitting, opacity-corrected children | 364 → 1024 | 23.301 | 0.3401 | 0.7387 |
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+ | LocusGS stage 1, released `base` weights (reference, same evaluation) | – | 1024 | 24.154 | 0.2766 | 0.7805 |
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+
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+ All rows use the official DL3DV benchmark: 140 scenes, 4 input views, 256×256, all 50 target frames.
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+
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+ Code: GitHub `Yusin2Chen/TokenGS-Loop`, branches `errenc-sg` and `split-clone`. Each branch README describes the method, evaluation and training commands. The checkpoints contain the weights of decoder blocks 1–11 inherited from initialization; only block 0 is executed.
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+
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+ License: Apache-2.0 (derived from LocusGS / TokenGS).