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{
"schema_version": 1,
"title": "Reproduction: Rotation-Invariant Spherical Watermarking via Third-Order SO(3) Representation Coupling",
"emoji": "๐ŸŒ",
"space_id": "snaykey/repro-spherical-watermarking",
"paper": {
"openreview_id": "SBfIuo2Ets"
},
"tags": [
"icml2026-repro",
"paper-SBfIuo2Ets"
],
"updated_at": "2026-07-31T00:00:00Z",
"root": {
"slug": "index",
"title": "Reproduction: Rotation-Invariant Spherical Watermarking via Third-Order SO(3) Representation Coupling",
"file": "pages/index.md",
"children": [
{
"slug": "executive-summary",
"title": "Executive summary",
"file": "pages/executive-summary/page.md",
"children": []
},
{
"slug": "claim-1-triad-bispectrum-construction",
"title": "The method (TRIAD) constructs a third-order spherical bispectrum by coupling three irreducible SO(3) representations via tensor products and projecting onto the trivial representation using Clebsch-Gordan coefficients, yielding a rotation-invariant scalar that preserves phase information (Section 3).",
"file": "pages/claim-1-triad-bispectrum-construction/page.md",
"children": []
},
{
"slug": "claim-2-thm41-so3-invariance",
"title": "Theorem 4.1 proves the third-order bispectrum invariant is strictly invariant under arbitrary SO(3) rotations, with perturbations to higher-order harmonic coefficients producing detectable changes in the invariant (Theorem 4.1).",
"file": "pages/claim-2-thm41-so3-invariance/page.md",
"children": []
},
{
"slug": "claim-3-embedding-degrees-6-8-14",
"title": "Watermarks are embedded into spherical harmonic coefficients at degrees 6, 8, and 14 via SO(3)-equivariant operations to avoid perceptible artifacts in low-frequency (coarse) content (Section 3).",
"file": "pages/claim-3-embedding-degrees-6-8-14/page.md",
"children": []
},
{
"slug": "claim-4-rotation-bitaccuracy-vs-baselines",
"title": "Under arbitrary 3D rotations, TRIAD maintains near-100% bit accuracy while baseline watermarking methods (with or without rotation augmentation) collapse in performance (Section 5).",
"file": "pages/claim-4-rotation-bitaccuracy-vs-baselines/page.md",
"children": []
},
{
"slug": "claim-5-fidelity-psnr-ssim",
"title": "Watermarked panoramic images retain high visual fidelity, with PSNR of 39.22 dB and SSIM of 0.9946 (Section 5).",
"file": "pages/claim-5-fidelity-psnr-ssim/page.md",
"children": []
},
{
"slug": "claim-6-distortion-robustness-capacity",
"title": "TRIAD also achieves 100% bit accuracy under JPEG compression, Gaussian blur, Gaussian noise, and resizing, though embedding capacity is constrained to roughly 32-64 bits because harmonics above degree 16 are vulnerable to lossy compression and aliasing (Section 5).",
"file": "pages/claim-6-distortion-robustness-capacity/page.md",
"children": []
},
{
"slug": "conclusion",
"title": "Conclusion",
"file": "pages/conclusion/page.md",
"children": []
}
]
}
}