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ms-r
/
HumanDiT

Unconditional Image Generation
PyTorch
diffusion
flow-matching
dit
gan
distillation
faces
synthetic-data
Model card Files
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 Community
HumanDiT
File size: 2,334 Bytes
6cb1027
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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{
  "tag": "wflow_1step",
  "ckpt": "/workspace/runs/student_wflow/student.safetensors",
  "kind": "student",
  "steps": 1,
  "n": 50000,
  "guidance": {
    "ig_scale": 1.78,
    "ig_t_min": 0.1,
    "ig_t_max": 1.0,
    "cfg_scale": 1.0,
    "cfg_t_min": 0.0,
    "cfg_t_max": 0.7
  },
  "gpu": "NVIDIA GeForce RTX 4090",
  "ckpt_step": "2332",
  "samples_seen": null,
  "git": null,
  "generation_seconds": 404.1,
  "fd_dinov2": 376.16,
  "precision": 0.6882,
  "recall": 0.1626,
  "fid_clean": 23.007,
  "fid_legacy_tensorflow": 23.291,
  "memorization": {
    "gen_nn_sim_p50": 0.853,
    "gen_nn_sim_p99": 0.9287,
    "train_nn_sim_p50": 0.8215,
    "train_nn_sim_p99": 0.9739,
    "threshold_train_p99.9": 0.9891,
    "frac_gen_above_threshold": 0.0
  },
  "controllability": {
    "cfg_scale": 2.0,
    "per_attribute": {
      "Male": {
        "yes": 0.6836,
        "no": 0.9961
      },
      "Eyeglasses": {
        "yes": 0.9492,
        "no": 1.0
      },
      "Hat": {
        "yes": 0.9844,
        "no": 0.8945
      },
      "Goatee": {
        "yes": 1.0,
        "no": 0.9102
      },
      "Sideburns": {
        "yes": 0.9883,
        "no": 0.918
      },
      "Beard": {
        "yes": 0.9961,
        "no": 0.8125
      },
      "Lipstick": {
        "yes": 0.8789,
        "no": 0.9102
      },
      "Gray_Hair": {
        "yes": 0.9883,
        "no": 0.832
      },
      "Bangs": {
        "yes": 0.9062,
        "no": 0.9141
      },
      "Blond_Hair": {
        "yes": 0.9023,
        "no": 0.9375
      },
      "Smiling": {
        "yes": 0.9102,
        "no": 0.8789
      },
      "Mouth_Open": {
        "yes": 0.9336,
        "no": 0.918
      }
    },
    "mean_accuracy": 0.9185,
    "unconditional_positive_rate": {
      "Male": 0.4693,
      "Eyeglasses": 0.2172,
      "Hat": 0.1512,
      "Goatee": 0.1596,
      "Sideburns": 0.1546,
      "Beard": 0.2416,
      "Lipstick": 0.2694,
      "Gray_Hair": 0.1555,
      "Bangs": 0.1406,
      "Blond_Hair": 0.1038,
      "Smiling": 0.6512,
      "Mouth_Open": 0.6061
    }
  },
  "speed": {
    "batch1": {
      "generator_ms_per_img": 14.18,
      "decoder_ms_per_img": 13.39,
      "images_per_s": 36.27
    },
    "batch16": {
      "generator_ms_per_img": 1.35,
      "decoder_ms_per_img": 2.15,
      "images_per_s": 286.31
    }
  }
}