Hugging Face's logo

Promexile
/
scar-weights

Model card Files
xet
 Community
scar-weights / selected /MNCL_NPM3D /normalization /NORMALIZATION.json
Promexile's picture
Promexile
Add selected weights for MNCL_NPM3D (3 files)
37a4bb2 verified
Raw History Blame Contribute Delete
11.8 kB
{
"package_id": "MNCL-SCAR-HT/NPM3DPose-20-10/bb0/frozen",
"created": "2026-10-27",
"inference": "(feats - mean) / std per column, then MLP 23->64->32->1 (ReLU, no output activation)",
"pinned_rule": "columns with TRAIN std < 1e-3 pinned to std=1.0",
"heads": [
{
"method": "MNCL + SCAR(H-T)",
"dataset_version": "NPM3DPose-20-10",
"backbone_seed": 0,
"head_seed": 0,
"source_path": "<REMOTE_PATH>",
"bytes": 20296,
"mean": [
0.38218727707862854,
0.5,
0.8111111521720886,
0.5,
0.5,
0.5350000262260437,
0.5350000262260437,
0.0,
0.5,
-0.007928300648927689,
0.005607269704341888,
0.2820834219455719,
0.0,
0.0,
0.5,
0.5,
0.5,
0.11767709255218506,
0.8111111521720886,
1.3891313076019287,
1.3929169178009033,
1.313601016998291,
1.3214831352233887
],
"std": [
0.13334226608276367,
0.30046260356903076,
0.2294652909040451,
0.30046260356903076,
0.30046260356903076,
0.4987734854221344,
0.20946361124515533,
1.0,
0.30046260356903076,
0.17984436452388763,
0.2248172163963318,
0.058395400643348694,
1.0,
1.0,
0.30046260356903076,
0.30046260356903076,
0.30046260356903076,
0.02555162087082863,
0.2294652909040451,
0.6858320832252502,
0.6851757168769836,
0.7602728605270386,
0.7610766887664795
],
"pinned": [
false,
false,
false,
false,
false,
false,
false,
true,
false,
false,
false,
false,
true,
true,
false,
false,
false,
false,
false,
false,
false,
false,
false
],
"feature_names": [
"cos",
"cos_rank",
"sp",
"p0_rank",
"p2_rank",
"is_tied",
"tied_size",
"sc_center",
"sc_center_rank",
"off_dx",
"off_dy",
"off_norm",
"sc_fine",
"sat_fine",
"sc_fine_rank",
"borda",
"c_rank",
"n_obj",
"n_matched",
"dist_nearest_matched",
"dist_centroid_matched",
"pred_dist_anchor",
"center_dist_anchor"
],
"config": {
"epochs": 30,
"lr": 0.001,
"wd": 0.0001,
"batch": 512,
"hidden": [
64,
32
],
"loss": "listwise_softmax_ce",
"head_seed": 0,
"variant": "ht23",
"drop_cols": [],
"pin_rule": "z=0 for TRAIN std < 1e-3",
"selection": "max VAL cell R@1, tie VAL top1@5m, then earlier epoch"
},
"state_dict_shapes": {
"net.0.weight": [
64,
23
],
"net.0.bias": [
64
],
"net.2.weight": [
32,
64
],
"net.2.bias": [
32
],
"net.4.weight": [
1,
32
],
"net.4.bias": [
1
]
},
"selection": {
"rule": "max VAL cell R@1, tie VAL top1@5m, earlier epoch",
"epoch": 18,
"source": "<REMOTE_PATH>",
"best_val": {
"epoch": 18,
"loss": 2.995443344116211,
"train_top1": 0.1770833283662796,
"cell_R1": 0.1484375,
"top1_5m": 0.1171875
}
},
"file": "heads/head_seed0_ht23.pt",
"sha256": "735f7796c98ea1227bb6bc974b17d67a1e6b1299f5162e5b6430b2bc5536256f"
},
{
"method": "MNCL + SCAR(H-T)",
"dataset_version": "NPM3DPose-20-10",
"backbone_seed": 0,
"head_seed": 1,
"source_path": "<REMOTE_PATH>",
"bytes": 20296,
"mean": [
0.38218727707862854,
0.5,
0.8111111521720886,
0.5,
0.5,
0.5350000262260437,
0.5350000262260437,
0.0,
0.5,
-0.007928300648927689,
0.005607269704341888,
0.2820834219455719,
0.0,
0.0,
0.5,
0.5,
0.5,
0.11767709255218506,
0.8111111521720886,
1.3891313076019287,
1.3929169178009033,
1.313601016998291,
1.3214831352233887
],
"std": [
0.13334226608276367,
0.30046260356903076,
0.2294652909040451,
0.30046260356903076,
0.30046260356903076,
0.4987734854221344,
0.20946361124515533,
1.0,
0.30046260356903076,
0.17984436452388763,
0.2248172163963318,
0.058395400643348694,
1.0,
1.0,
0.30046260356903076,
0.30046260356903076,
0.30046260356903076,
0.02555162087082863,
0.2294652909040451,
0.6858320832252502,
0.6851757168769836,
0.7602728605270386,
0.7610766887664795
],
"pinned": [
false,
false,
false,
false,
false,
false,
false,
true,
false,
false,
false,
false,
true,
true,
false,
false,
false,
false,
false,
false,
false,
false,
false
],
"feature_names": [
"cos",
"cos_rank",
"sp",
"p0_rank",
"p2_rank",
"is_tied",
"tied_size",
"sc_center",
"sc_center_rank",
"off_dx",
"off_dy",
"off_norm",
"sc_fine",
"sat_fine",
"sc_fine_rank",
"borda",
"c_rank",
"n_obj",
"n_matched",
"dist_nearest_matched",
"dist_centroid_matched",
"pred_dist_anchor",
"center_dist_anchor"
],
"config": {
"epochs": 30,
"lr": 0.001,
"wd": 0.0001,
"batch": 512,
"hidden": [
64,
32
],
"loss": "listwise_softmax_ce",
"head_seed": 1,
"variant": "ht23",
"drop_cols": [],
"pin_rule": "z=0 for TRAIN std < 1e-3",
"selection": "max VAL cell R@1, tie VAL top1@5m, then earlier epoch"
},
"state_dict_shapes": {
"net.0.weight": [
64,
23
],
"net.0.bias": [
64
],
"net.2.weight": [
32,
64
],
"net.2.bias": [
32
],
"net.4.weight": [
1,
32
],
"net.4.bias": [
1
]
},
"selection": {
"rule": "max VAL cell R@1, tie VAL top1@5m, earlier epoch",
"epoch": 4,
"source": "<REMOTE_PATH>",
"best_val": {
"epoch": 4,
"loss": 3.1209285259246826,
"train_top1": 0.1666666716337204,
"cell_R1": 0.1484375,
"top1_5m": 0.1171875
}
},
"file": "heads/head_seed1_ht23.pt",
"sha256": "9f1a111c4e95a0547e49fc882149081c5585bf65e2fb8b3a55461b24c31965a4"
},
{
"method": "MNCL + SCAR(H-T)",
"dataset_version": "NPM3DPose-20-10",
"backbone_seed": 0,
"head_seed": 2,
"source_path": "<REMOTE_PATH>",
"bytes": 20296,
"mean": [
0.38218727707862854,
0.5,
0.8111111521720886,
0.5,
0.5,
0.5350000262260437,
0.5350000262260437,
0.0,
0.5,
-0.007928300648927689,
0.005607269704341888,
0.2820834219455719,
0.0,
0.0,
0.5,
0.5,
0.5,
0.11767709255218506,
0.8111111521720886,
1.3891313076019287,
1.3929169178009033,
1.313601016998291,
1.3214831352233887
],
"std": [
0.13334226608276367,
0.30046260356903076,
0.2294652909040451,
0.30046260356903076,
0.30046260356903076,
0.4987734854221344,
0.20946361124515533,
1.0,
0.30046260356903076,
0.17984436452388763,
0.2248172163963318,
0.058395400643348694,
1.0,
1.0,
0.30046260356903076,
0.30046260356903076,
0.30046260356903076,
0.02555162087082863,
0.2294652909040451,
0.6858320832252502,
0.6851757168769836,
0.7602728605270386,
0.7610766887664795
],
"pinned": [
false,
false,
false,
false,
false,
false,
false,
true,
false,
false,
false,
false,
true,
true,
false,
false,
false,
false,
false,
false,
false,
false,
false
],
"feature_names": [
"cos",
"cos_rank",
"sp",
"p0_rank",
"p2_rank",
"is_tied",
"tied_size",
"sc_center",
"sc_center_rank",
"off_dx",
"off_dy",
"off_norm",
"sc_fine",
"sat_fine",
"sc_fine_rank",
"borda",
"c_rank",
"n_obj",
"n_matched",
"dist_nearest_matched",
"dist_centroid_matched",
"pred_dist_anchor",
"center_dist_anchor"
],
"config": {
"epochs": 30,
"lr": 0.001,
"wd": 0.0001,
"batch": 512,
"hidden": [
64,
32
],
"loss": "listwise_softmax_ce",
"head_seed": 2,
"variant": "ht23",
"drop_cols": [],
"pin_rule": "z=0 for TRAIN std < 1e-3",
"selection": "max VAL cell R@1, tie VAL top1@5m, then earlier epoch"
},
"state_dict_shapes": {
"net.0.weight": [
64,
23
],
"net.0.bias": [
64
],
"net.2.weight": [
32,
64
],
"net.2.bias": [
32
],
"net.4.weight": [
1,
32
],
"net.4.bias": [
1
]
},
"selection": {
"rule": "max VAL cell R@1, tie VAL top1@5m, earlier epoch",
"epoch": 14,
"source": "<REMOTE_PATH>",
"best_val": {
"epoch": 14,
"loss": 3.0133450031280518,
"train_top1": 0.1875,
"cell_R1": 0.21875,
"top1_5m": 0.15625
}
},
"file": "heads/head_seed2_ht23.pt",
"sha256": "50e5bf0198e8a6c01cdbca8eb0a979e36ab6b306985f2ff0e721f50b356a2a56"
}
],
"ablation_heads": [
{
"file": "ablation/ht21_seed0.pt",
"stage": "head",
"head_seed": 0,
"bytes": 19720,
"sha256": "89423569564b7c1f218a89658739e833d54ba36f9973beaf5cd979a962fce845",
"machine": "B",
"source_path": "<REMOTE_PATH>",
"role": "ablation",
"status": "VERIFIED_COPY"
},
{
"file": "ablation/ht21_seed1.pt",
"stage": "head",
"head_seed": 1,
"bytes": 19720,
"sha256": "cedc43f92cddff127b01df7674cd176bc3a88b232384f0a6fd80089d121521a4",
"machine": "B",
"source_path": "<REMOTE_PATH>",
"role": "ablation",
"status": "VERIFIED_COPY"
},
{
"file": "ablation/ht21_seed2.pt",
"stage": "head",
"head_seed": 2,
"bytes": 19720,
"sha256": "876de6d139dec4d846fcfa1b03c3087e0f312e9cbaa8b68bac8b7b6d782bfb4a",
"machine": "B",
"source_path": "<REMOTE_PATH>",
"role": "ablation",
"status": "VERIFIED_COPY"
}
]
}