Upload dn_mixed_topology_v1 top checkpoint

Adds the selected best_by_xtopo_mesh_clean checkpoint, run config, selection marker, and lightweight training logs.

README.md

@@ -0,0 +1,63 @@
+---
+license: other
+tags:
+- 3d
+- mesh
+- face-recognition
+- diffusionnet
+- topology-robustness
+- pytorch
+library_name: pytorch
+---
+
+# WBES FaceEmbedding DN Mixed Topology v1
+
+This model repository contains the current top WBES-FaceEmbedding submission checkpoint for the NeurIPS 2026 research codebase.
+
+## Checkpoint
+
+- Model branch: `dn_mixed_topology_v1`
+- Run: `mixed_xtopo_rank0p5_id0p25_bs5_best`
+- Selected checkpoint: `best_by_xtopo_mesh_clean.pth`
+- Local source path:
+  `face_embedding/gt_encdec/remeshing/intrinsic/newdata/dn_mixed_topology_v1/mixed_xtopo_rank0p5_id0p25_bs5_best/checkpoints/best_by_xtopo_mesh_clean.pth`
+
+## Included Files
+
+- `best_by_xtopo_mesh_clean.pth`: selected PyTorch checkpoint.
+- `config.json`: training and architecture configuration copied from the run directory.
+- `best_by_xtopo_mesh_clean.txt`: checkpoint-selection marker.
+- `train_log.csv`: training log.
+- `xtopo_mesh_log.csv`: cross-topology mesh validation log.
+
+## Selection Marker
+
+The stored selection marker reports:
+
+- `best_epoch=82`
+- `best_xtopo_mesh_clean=0.7483693322699105`
+
+The same run also stores:
+
+- `best_spearman_clean=0.8234182929370094`
+- `best_auc_r=1.0041532552751473`
+
+## Data Relationship
+
+This checkpoint was trained against operator-enriched REMESH data in the local research workspace. The public mesh-only/no-operator dataset release is separate:
+
+- Dataset: `Pampaj/wbes-faceembedding-noops`
+- URL: <https://hf.co/datasets/Pampaj/wbes-faceembedding-noops>
+
+That public dataset contains mesh-only `.npz` archives and does not include intrinsic operators, checkpoints, or heavy pair-level evaluation dumps.
+
+## Integrity
+
+- `best_by_xtopo_mesh_clean.pth` SHA256:
+  `0b1578a55e86ea5ed349cc59ae7921a24f5325d45e427f0582ef36f5d1088e62`
+- `config.json` SHA256:
+  `61f428d0c6f80cb8c6af75cff36c608b8946617b90c81dc1f4222cf4b9b4cbd2`
+
+## Intended Use
+
+This checkpoint is intended for reproducing the topology-robust face embedding experiments in the WBES-FaceEmbedding repository, especially the FaceBench and FaceVerse evaluation paths documented there.

best_by_xtopo_mesh_clean.pth

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+version https://git-lfs.github.com/spec/v1
+oid sha256:0b1578a55e86ea5ed349cc59ae7921a24f5325d45e427f0582ef36f5d1088e62
+size 8361662

best_by_xtopo_mesh_clean.txt

@@ -0,0 +1,2 @@
+best_epoch=82
+best_xtopo_mesh_clean=0.7483693322699105

config.json

@@ -0,0 +1,139 @@
+{
+  "args": {
+    "batch_subjects": 5,
+    "data_dir": "/equilibrium/lpampaloni/WBES-FaceEmbedding/datasets/REMESH/npz_data_topo_500_withops",
+    "device": "cuda",
+    "dist_npz": "/equilibrium/lpampaloni/WBES-FaceEmbedding/face_embedding/gt_encdec/autoencoder/latent_analysis/gt_distance_matrix/normalized_matrix_distances.npz",
+    "dropout": 0.1,
+    "eig_k": 300,
+    "epochs": 120,
+    "eps": 1e-08,
+    "eval_every": 2,
+    "eval_mode": "average",
+    "grad_clip": 1.0,
+    "init_checkpoint": "",
+    "k_spec": 0,
+    "lambda_id": 0.25,
+    "lambda_mesh": 1.0,
+    "lambda_rank": 0.5,
+    "lambda_smooth": 0.01,
+    "lambda_subject": 1.0,
+    "lambda_teacher": 0.0,
+    "latent_dim": 256,
+    "log_spec": false,
+    "lr": 0.0001,
+    "max_meshes_per_subject_eval": 6,
+    "max_meshes_per_subject_train": 6,
+    "max_subjects_eval_train": 16,
+    "model": "xyz_dn",
+    "n_blocks": 4,
+    "n_hks": 0,
+    "n_sigma_eval": 6,
+    "n_wks": 0,
+    "noise_mode_weights": "translation=4,rotation=2,jitter=1",
+    "noise_modes": "translation,rotation,jitter",
+    "outlier_frac": 0.02,
+    "outlier_scale": 6.0,
+    "p_noise": 0.6,
+    "pool_mode": "meanmax",
+    "preload_eval_samples_train": true,
+    "preload_eval_workers_train": 2,
+    "rank_hard_frac": 0.7,
+    "rank_margin": 0.05,
+    "rank_pairs": 1024,
+    "rank_tau": 0.02,
+    "rigid_rot_deg": 12.0,
+    "rigid_rot_deg_min": 0.5,
+    "rigid_trans_scale": 0.03,
+    "rigid_trans_scale_min": 0.001,
+    "runs_root": "/equilibrium/lpampaloni/WBES-FaceEmbedding/face_embedding/gt_encdec/remeshing/intrinsic/newdata/dn_mixed_topology_v1",
+    "save_every": 5,
+    "seed": 1234,
+    "sigma_max": 0.02,
+    "sigma_max_eval": 0.1,
+    "sigma_min": 0.0005,
+    "sigma_min_eval": 0.001,
+    "teacher_checkpoint": "",
+    "train_latent_noise": true,
+    "train_level": "mixed",
+    "train_pair_mode": "cross_topology",
+    "use_id_loss": true,
+    "use_smooth_loss": false,
+    "use_spectrum": true,
+    "use_xyz": true,
+    "weight_decay": 1e-06,
+    "width": 128,
+    "xyz_feature_dropout": 0.0
+  },
+  "fingerprint": {
+    "batch_subjects": 5,
+    "dropout": 0.1,
+    "eig_k": 300,
+    "epochs": 120,
+    "eval_mode": "average",
+    "init_checkpoint": "",
+    "k_spec": 0,
+    "lambda_id": 0.25,
+    "lambda_mesh": 1.0,
+    "lambda_rank": 0.5,
+    "lambda_smooth": 0.01,
+    "lambda_subject": 1.0,
+    "lambda_teacher": 0.0,
+    "latent_dim": 256,
+    "log_spec": false,
+    "lr": 0.0001,
+    "max_meshes_per_subject_eval": 6,
+    "max_meshes_per_subject_train": 6,
+    "max_subjects_eval_train": 16,
+    "model": "xyz_dn",
+    "n_blocks": 4,
+    "n_hks": 0,
+    "n_sigma_eval": 6,
+    "n_wks": 0,
+    "noise_mode_probs": {
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+      "rotation": 0.2857142857142857,
+      "translation": 0.5714285714285714
+    },
+    "noise_modes": [
+      "translation",
+      "rotation",
+      "jitter"
+    ],
+    "outlier_frac": 0.02,
+    "outlier_scale": 6.0,
+    "p_noise": 0.6,
+    "pool_mode": "meanmax",
+    "preload_eval_samples_train": true,
+    "preload_eval_workers_train": 2,
+    "rank_hard_frac": 0.7,
+    "rank_margin": 0.05,
+    "rank_pairs": 1024,
+    "rank_tau": 0.02,
+    "rigid_rot_deg": 12.0,
+    "rigid_rot_deg_min": 0.5,
+    "rigid_trans_scale": 0.03,
+    "rigid_trans_scale_min": 0.001,
+    "seed": 1234,
+    "sigma_max": 0.02,
+    "sigma_max_eval": 0.1,
+    "sigma_min": 0.0005,
+    "sigma_min_eval": 0.001,
+    "teacher_checkpoint": "",
+    "train_latent_noise": true,
+    "train_level": "mixed",
+    "train_pair_mode": "cross_topology",
+    "use_id_loss": true,
+    "use_smooth_loss": false,
+    "use_spectrum": true,
+    "use_xyz": true,
+    "weight_decay": 1e-06,
+    "width": 128,
+    "xyz_feature_dropout": 0.0
+  },
+  "noise_modes": [
+    "translation",
+    "rotation",
+    "jitter"
+  ]
+}

train_log.csv

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