ablation/sintel/data/eval_experiment.json

{
  "dataset": "sintel",
  "data_root": "/root/vepfs/Infinity/data",
  "partition": "val",
  "pn": "1M",
  "max_samples": 0,
  "input_dir": "/root/vepfs/Infinity/outputs/normal_eval/2026-06-17/12-38-50/sintel/_eval_set/images",
  "eval_set_dir": "/root/vepfs/Infinity/outputs/normal_eval/2026-06-17/12-38-50/sintel/_eval_set",
  "source_eval_set_dir": "",
  "eval_image": "",
  "methods": [
    "ours"
  ],
  "ours_checkpoints": [
    "/root/vepfs/Infinity/outputs/normal_estimation/2026-06-11/04-33-27/checkpoints/step_0003500_val_ar_nyu_deg_103.7338.pth"
  ],
  "normal_tokenizer_ckpt": "/root/vepfs/Infinity/outputs/results/checkpoints/original_tokenizer_infinity_vae_d32reg.pth",
  "visible_cuda_devices": [
    "0",
    "1",
    "2",
    "3"
  ],
  "parallel_shards": "auto",
  "compare_inference_time": true,
  "timing_warmup": 3,
  "timing_repeats": 5,
  "ours_kv_cache_fast": false,
  "inference_time_protocol": "Batch-size-1 per-image model inference latency measured inside each predictor with time.perf_counter and CUDA synchronization around the model-call section only. Each image uses unmeasured warmup iterations followed by measured repeats. Model loading, process startup, dataset export, image file I/O, metric computation, visualization writing, and result serialization are excluded.",
  "normal_conventions": {
    "canonical": "camera_left_up_backward",
    "dataset_targets": {
      "nyuv2": {
        "name": "nyuv2_raw_right_forward_up",
        "to_eval_perm": [
          0,
          2,
          1
        ],
        "to_eval_signs": [
          -1,
          1,
          -1
        ],
        "description": "NYUv2 parquet normals. Canonical mapping: (x, y, z) -> (-x, z, -y)."
      },
      "hypersim": {
        "name": "camera_left_up_backward",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "Canonical metric convention: +x left, +y up, +z backward."
      },
      "scannet": {
        "name": "camera_left_up_backward",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "Canonical metric convention: +x left, +y up, +z backward."
      },
      "ibims": {
        "name": "camera_left_up_backward",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "Canonical metric convention: +x left, +y up, +z backward."
      },
      "sintel": {
        "name": "camera_left_up_backward",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "Canonical metric convention: +x left, +y up, +z backward."
      }
    },
    "model_outputs": {
      "ours": {
        "name": "ours_model_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "Infinity normal output already matches the exported eval convention."
      },
      "marigold": {
        "name": "marigold_normals_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          -1,
          1,
          1
        ],
        "description": "Marigold normals_npy output. Canonical mapping: (x, y, z) -> (-x, y, z)."
      },
      "geowizard": {
        "name": "geowizard_normal_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "GeoWizard normal_npy output already matches the canonical convention."
      },
      "stablenormal": {
        "name": "stablenormal_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "StableNormal output already matches the canonical convention."
      },
      "lotusg": {
        "name": "lotus_g_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "Lotus-G output already matches the canonical convention."
      },
      "lotusd": {
        "name": "lotus_d_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "Lotus-D output already matches the canonical convention."
      },
      "dsine": {
        "name": "dsine_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "DSINE output already matches the canonical convention."
      },
      "metric3dv2": {
        "name": "metric3d_v2_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          -1,
          -1,
          -1
        ],
        "description": "Metric3D v2 output. Canonical mapping: (x, y, z) -> (-x, -y, -z)."
      },
      "omnidata_v2": {
        "name": "omnidata_v2_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "Omnidata V2 adapter output already matches the canonical convention."
      },
      "marigold_e2eft": {
        "name": "marigold_e2eft_xyz",
        "to_eval_perm": [
          0,
          1,
          2
        ],
        "to_eval_signs": [
          1,
          1,
          1
        ],
        "description": "Marigold E2E-FT output already matches the canonical convention."
      }
    },
    "display_from_eval": {
      "perm": [
        0,
        1,
        2
      ],
      "signs": [
        1,
        1,
        1
      ],
      "description": "Direct normal-map display: RGB = (canonical normal + 1) / 2."
    }
  }
}