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Linzhan
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UniMate

PyTorch
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motion-generation
text-to-motion
character-animation
skeletal-animation
flow-matching
unimate
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UniMate
File size: 3,511 Bytes
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{
  "name": "UniMate",
  "code": "https://github.com/Friedrich-M/UniMate",
  "paper": "https://arxiv.org/abs/2609.05415",
  "models": {
    "unimate_uniml3d_f60_v3": {
      "dataset": "Linzhan/UniML3D",
      "train_config": "configs/uniml3d_60frames_graph_adaln.json",
      "attention": "graph",
      "text_cond": "adaln",
      "num_layers": 10,
      "latent_dim": 512,
      "num_frames": 60,
      "fps": 30,
      "steps": 150000,
      "recommended_checkpoint": "checkpoints/checkpoint_step_150000.pt",
      "status": "recommended",
      "dataset_revision": "d0f19d943038fb782a26c2a615bd9b3d4f3a8728"
    },
    "unimate_uniml3d_f60_v3_cross_attn": {
      "dataset": "Linzhan/UniML3D",
      "train_config": "configs/uniml3d_60frames_full_cross_attn.json",
      "attention": "full",
      "text_cond": "cross_attn",
      "num_layers": 10,
      "latent_dim": 512,
      "num_frames": 60,
      "fps": 30,
      "steps": 150000,
      "recommended_checkpoint": "checkpoints/checkpoint_step_150000.pt",
      "status": "variant",
      "dataset_revision": "d0f19d943038fb782a26c2a615bd9b3d4f3a8728"
    },
    "unimate_uniml3d_f60_v2": {
      "dataset": "Linzhan/UniML3D",
      "train_config": "unimate_uniml3d_f60_v2/config.json",
      "attention": "graph",
      "text_cond": "adaln",
      "num_layers": 10,
      "latent_dim": 512,
      "num_frames": 60,
      "fps": 30,
      "steps": 100000,
      "recommended_checkpoint": "checkpoints/checkpoint_step_100000.pt",
      "status": "previous",
      "dataset_revision": "faaa81773b315247b03f183548e3898dbec2ce80"
    },
    "unimate_uniml3d_f60_v2_cross_attn": {
      "dataset": "Linzhan/UniML3D",
      "train_config": "unimate_uniml3d_f60_v2_cross_attn/config.json",
      "attention": "full",
      "text_cond": "cross_attn",
      "num_layers": 10,
      "latent_dim": 512,
      "num_frames": 60,
      "fps": 30,
      "steps": 100000,
      "recommended_checkpoint": "checkpoints/checkpoint_step_100000.pt",
      "status": "previous",
      "dataset_revision": "faaa81773b315247b03f183548e3898dbec2ce80"
    },
    "unimate_mixamo_f60_v2": {
      "dataset": "Linzhan/UniML3D",
      "train_config": "configs/mixamo_60frames_graph_adaln.json",
      "attention": "graph",
      "text_cond": "adaln",
      "num_layers": 6,
      "latent_dim": 512,
      "num_frames": 60,
      "fps": 30,
      "steps": 120000,
      "recommended_checkpoint": "checkpoints/checkpoint_step_120000.pt",
      "status": "recommended_for_mixamo",
      "dataset_revision": "faaa81773b315247b03f183548e3898dbec2ce80"
    },
    "unimate_truebones_f60_v2": {
      "dataset": "Linzhan/UniML3D",
      "train_config": "configs/truebones_60frames_graph_adaln.json",
      "attention": "graph",
      "text_cond": "adaln",
      "num_layers": 6,
      "latent_dim": 512,
      "num_frames": 60,
      "fps": 30,
      "steps": 80000,
      "recommended_checkpoint": "checkpoints/checkpoint_step_80000.pt",
      "status": "recommended_for_truebones",
      "dataset_revision": "faaa81773b315247b03f183548e3898dbec2ce80"
    },
    "unimate_uniml3d_f60_v1_preview": {
      "dataset": "Linzhan/UniML3D",
      "train_config": "unimate_uniml3d_f60_v1_preview/config.json",
      "attention": "graph",
      "text_cond": "adaln",
      "num_layers": 10,
      "latent_dim": 512,
      "num_frames": 60,
      "fps": 30,
      "steps": 120000,
      "recommended_checkpoint": "checkpoints/checkpoint_step_120000.pt",
      "status": "superseded"
    }
  }
}