[inureyes]

Video Depth Anything checkpoints currently fail dense-model dispatch, so image and video depth inference cannot use the six published Small, Base, and Large relative/metric models. This change adds the shared-DINOv2 temporal DPT implementation, exact OpenCV-compatible preprocessing, bounded 32-frame sliding-window inference, consecutive video sampling, source-resolution depth outputs, registry metadata, documentation, and authentic opt-in parity/load tests.

Validation

• cargo check -p mlxcel --profile test-fast --features rocm --lib --tests
• focused VDA unit suite: 14 passed, 0 failed
• all six pinned checkpoints load sequentially with exact layout and F32 dtype checks
• ROCm full 40-frame Small relative parity: relative RMS 4.912878453e-6
• ROCm full 40-frame Small metric parity: relative RMS 7.973837467e-7
• real 64-frame ROCm CLI inference for both Small checkpoints: F32 [64, 96, 128] depth tensors and 64 valid 16-bit previews per model
• strict CPU CLI 40-frame parity against authenticated CPU references: Small relative RMS 5.142513694620207e-6, Small metric RMS 7.445840126949833e-7 (threshold 1e-4)
• CPU capture recovery independently reviewed: each underlying CLI exited 0, each outer wrapper exited 1 after inference on a display-case assertion, and the saved-output validator exited 0 without a model rerun; the exact pre-edit capture script bytes were not preserved, so the authenticated post-edit archive is explicitly excluded as execution proof
• consecutive-prefix video sampling regression
• independent implementation and security/performance reviews
• environment-variable documentation and formatting checks
• complete authentic CPU reference fixtures, provenance, archived run/recovery evidence, and exact binary-asset allowances
• recovered relative CPU oracle independently audited: exact artifact/provenance identities and CPU-to-pinned-GPU relative RMS 3.4021821538643326e-7; wrapper exit 127, Python exit unknown, and lost completion log are preserved explicitly
• clean metric CPU oracle: two complete temporal windows and terminal fixture PASS with zero status
• rebased cleanly onto f69dd301; all six issue commits are patch-equivalent, and the eight lightweight repository contracts, format, diff, license-header, fixture-checksum, and binary-asset checks pass
• cargo clippy -p mlxcel --profile test-fast --features rocm --lib --tests -- -D warnings
• add English and Korean technical reports

Closes #2352