SAM_CAM_BAM Dream model pack

This is the immutable browser artifact pack for the experimental Dream mode in SAM_CAM_BAM. It is not a general-purpose pipeline. The app combines these files with a small handwritten WebGPU block-transfer kernel.

Dream encodes a live source frame and an uploaded donor image with DINOv2-B/14-with-registers, selects eight learned rank-3 block subspaces from a clicked donor patch, transfers those projections to every source patch, and decodes the edited patch field with an RAE ViT-B decoder. Inference stays in the browser; this repository only serves static model bytes.

Files

File Bytes SHA-256 Purpose
dinov2-vitb14-reg-q4f16.onnx 51,374,908 ef0feac82fd3fc1310aba8c38390fee86367b8c9e553a9846ce3488c29494ee5 DINO encoder when shader-f16 is available
dinov2-vitb14-reg-q4.onnx 59,978,957 02996745913d0654d8571cef0de689a7d3a4870b3deacf9b41d6c13b6dca7fd1 Portable DINO encoder fallback
dinov2-vitb14-reg-bsf-g8192-r3-f16.bin 38,547,520 54f6243b339af889ac826faf9fb5b535e3135e41068117ba6c78f95ad7ecbf61 8,192 orthonormal rank-3 frames, position mean, and encoder affine data
rae-vitb-decoder-int8-qdq.onnx 87,946,239 cb31eec571791e3f3ab9cc03abd63841603ffbce85853423f47a75e53a907691 Static 256-patch to 256ร—256 RGB decoder

manifest.json records the complete source identities, tensor contracts, and verification results. The pack is consumed by commit-pinned URLs; main is not a runtime contract.

Verification

The build script refuses source artifacts whose hashes differ from its pinned inputs. The published pack passed:

  • maximum BSF frame Gram error: 5.96e-7;
  • decoder int8-QDQ versus FP32 PSNR: 39.45 dB;
  • float16 versus float32 selector mean top-8 overlap: 1.0; and
  • exact ordered top-8 agreement on 254 of 256 fixture patches, including the default strongest patch.

The reproducible build and checks live in tools/dream_models.py.

Provenance and terms

  • The two encoder graphs are byte-identical copies from onnx-community/dinov2-with-registers-base, revision fcd050203baf48e192055356f379b5949a111255. DINOv2 code and model weights are Apache-2.0.
  • The decoder was exported from RAE source bytetriper/RAE at a4d18c4db766419cbe7cb8c02cd9f7ceb0ec9041, then its 74 constant matrix weights were quantized to int8 QDQ. The RAE source repository is MIT.
  • The ViT-B decoder checkpoint is decoders/dinov2/wReg_base/decB_ganv3/dinov2_decoder.pt from nyu-visionx/RAE-collections, revision 1be4f03273523431f099a934da4cf1940dc6039f. That repository declares the MIT license.
  • The BSF field is an Omar Hammami-trained artifact over calibrated DINOv2 patch states. Its exact checkpoint and calibration hashes are in the manifest.

Limits

Dream is a creative feature-visualization experiment, not segmentation, depth, restoration, or identity-preserving image editing. Inputs are resampled to 224ร—224 and output is 256ร—256. Results can distort content, faces, text, and fine structure and inherit limitations from the source models and their training data.

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