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UMC teachers and RGB decoders

Private inference weights. Optimizer states are not included. Absolute local paths were stripped from configs.

UMC teachers

file domain step contract
umc_stage_a_aligned4_step080000.inference.pt LIBERO-X 80000 8/8 fusion-decoder, pixel-flow, RAE joint, DA3 aligned4, 2 views, H64 stratified
umc_robocasa_aligned4_step030000.inference.pt RoboCasa Human300 30000 same 80k architecture, 3 views, Sea-RAFT, image-only DA3 aligned4, warm-start from the 80k teacher
umc_robocasa_aligned4_step080000.inference.pt RoboCasa Human300 80000 continuation of the 30k Human300 teacher to 80k; 3 views, H4โ€“H32
umc_simpler_bridge_aligned4_step030000.inference.pt SimplerEnv Bridge / WidowX 30000 same 80k architecture, 1 view (image_0 / 3rd_view_camera), H1โ€“H8 at 5 FPS

Load with torch.load(..., weights_only=False)['model']. Formats: umc_stage_a.training.v2, umc_robocasa.training.v2, umc_simpler.training.v1.

Normalization JSONs:

  • normalization_h64_aligned4_all_unclipped.json โ€” aligned4 / RoboCasa / Bridge
  • normalization_8x8_pixel_flow.json โ€” earlier pixel-flow Stage-A

RGB decoders (visualization only)

RAE patch-pixel decoders mapping frozen DINO / V-JEPA tokens to RGB. Not UMC teachers.

file teacher domain notes
rgb_decoder_dino_libero_30k.pt DINO LIBERO 30k pixel-L1
rgb_decoder_vjepa21_libero_30k.pt V-JEPA 2.1 LIBERO 30k pixel-L1
rgb_decoder_dino_human300_from30k.pt DINO Human300 continued from the LIBERO frozen decoder
rgb_decoder_vjepa21_human300_from30k.pt V-JEPA 2.1 Human300 continued from the LIBERO frozen decoder
rgb_decoder_dino_bridge_from_human300.pt DINO Bridge / WidowX image_0 30k pixel-L1 from the Human300 frozen decoder
rgb_decoder_vjepa21_bridge_from_human300.pt V-JEPA 2.1 Bridge / WidowX image_0 30k pixel-L1 from the Human300 frozen decoder

Format: umc_stage_a.rgb_decoder.frozen.v1. Load with umc_stage_a.rgb_decoder.load_frozen_rgb_decoder.

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