Migrasi otomatis

README.md

@@ -0,0 +1,28 @@
+---
+license: openrail
+datasets:
+- deepghs/character_similarity
+metrics:
+- f1
+pipeline_tag: zero-shot-image-classification
+tags:
+- art
+base_model: deepghs/ccip
+---
+
+|                Model                |  F1 Score  |  Precision  |  Recall  |  Threshold  |  Cluster_2  |  Cluster_Free  |
+|:-----------------------------------:|:----------:|:-----------:|:--------:|:-----------:|:-----------:|:--------------:|
+|        ccip-caformer_b36-24         |  0.940925  |  0.938254   | 0.943612 |  0.213231   |   0.89508   |    0.957017    |
+|   ccip-caformer-24-randaug-pruned   |  0.917211  |  0.933481   | 0.901499 |  0.178475   |  0.890366   |    0.922375    |
+|       ccip-v2-caformer_s36-10       |  0.906422  |  0.932779   | 0.881513 |  0.207757   |  0.874592   |    0.89241     |
+| ccip-caformer-6-randaug-pruned_fp32 |  0.878403  |  0.893648   | 0.863669 |  0.195122   |  0.810176   |    0.897904    |
+|        ccip-caformer-5_fp32         |  0.864363  |   0.90155   | 0.830121 |  0.183973   |  0.792051   |    0.862289    |
+|        ccip-caformer-4_fp32         |  0.844967  |  0.870553   | 0.820842 |   0.18367   |  0.795565   |    0.868133    |
+|       ccip-caformer_query-12        |  0.823928  |  0.871122   | 0.781585 |  0.141308   |  0.787237   |    0.809426    |
+|    ccip-caformer-23_randaug_fp32    |  0.81625   |  0.854134   | 0.781585 |  0.136797   |  0.745697   |     0.8068     |
+| ccip-caformer-2-randaug-pruned_fp32 |  0.78561   |  0.800148   | 0.771592 |  0.171053   |  0.686617   |    0.728195    |
+|        ccip-caformer-2_fp32         |  0.755125  |  0.790172   | 0.723055 |  0.141275   |   0.64977   |    0.718516    |
+
+* The calculation of `F1 Score`, `Precision`, and `Recall` considers "the characters in both images are the same" as a positive case. `Threshold` is determined by finding the maximum value on the F1 Score curve.
+* `Cluster_2` represents the approximate optimal clustering solution obtained by tuning the eps value in DBSCAN clustering algorithm with min_samples set to `2`, and evaluating the similarity between the obtained clusters and the true distribution using the `random_adjust_score`.
+* `Cluster_Free` represents the approximate optimal solution obtained by tuning the `max_eps` and `min_samples` values in the OPTICS clustering algorithm, and evaluating the similarity between the obtained clusters and the true distribution using the `random_adjust_score`.

ccip-caformer-2-randaug-pruned_fp32/cluster.json

@@ -0,0 +1,17 @@
+{
+    "dbscan_2": {
+        "eps": 0.11861107594006831,
+        "min_samples": 2,
+        "score": 0.6866166684060175
+    },
+    "dbscan_free": {
+        "eps": 0.11879407499128164,
+        "min_samples": 2,
+        "score": 0.6866166684060175
+    },
+    "optics": {
+        "eps": 0.1678928389459416,
+        "min_samples": 4,
+        "score": 0.7281948149424277
+    }
+}

ccip-caformer-2-randaug-pruned_fp32/metrics.json

@@ -0,0 +1,6 @@
+{
+    "f1_score": 0.7856104651162791,
+    "precision": 0.8001480384900074,
+    "recall": 0.7715917201998572,
+    "threshold": 0.171053097338858
+}

ccip-caformer-2-randaug-pruned_fp32/model.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:54e852a076b8a83b5d391498397769d5061b4f5d5406e161e3b1fcc62980a593
+size 154254927

ccip-caformer-2-randaug-pruned_fp32/model_feat.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e872215c3485bdba8b89eff98e510367e4ea36c9feafb6c3168c06a58988b0b0
+size 150248245

ccip-caformer-2-randaug-pruned_fp32/model_metrics.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe02ef58b65e0c12fb6c8a0cb379267101adeb2c714e071bead076ce1ba58b4a
+size 1618

ccip-caformer-23_randaug_fp32/cluster.json

@@ -0,0 +1,17 @@
+{
+    "dbscan_2": {
+        "eps": 0.09289023352357711,
+        "min_samples": 2,
+        "score": 0.745696939598855
+    },
+    "dbscan_free": {
+        "eps": 0.09411060772710378,
+        "min_samples": 2,
+        "score": 0.7506576596292999
+    },
+    "optics": {
+        "eps": 0.12631775527804834,
+        "min_samples": 4,
+        "score": 0.8068003478290555
+    }
+}

ccip-caformer-23_randaug_fp32/metrics.json

@@ -0,0 +1,6 @@
+{
+    "f1_score": 0.8162504658963847,
+    "precision": 0.8541341653666147,
+    "recall": 0.7815845824411135,
+    "threshold": 0.1367972046136856
+}

ccip-caformer-23_randaug_fp32/model.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d4be57ea1c6da3775ce4bcab3b63a27da5eb66a33a7ff2c015a4b8e0360e48e
+size 154171415

ccip-caformer-23_randaug_fp32/model_feat.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:50f0916415237174ec116b119b0746ed5b62b755128b0ba966e88920dff263f6
+size 150248245

ccip-caformer-23_randaug_fp32/model_metrics.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78f063dfe283c7489d2a1beca23497fca03732d5a682ff66dc7469729435021f
+size 1649

ccip-caformer-24-randaug-pruned/cluster.json

@@ -0,0 +1,17 @@
+{
+    "dbscan_2": {
+        "eps": 0.12921094122454668,
+        "min_samples": 2,
+        "score": 0.8903664811212506
+    },
+    "dbscan_free": {
+        "eps": 0.1291187648928262,
+        "min_samples": 2,
+        "score": 0.8903664811212506
+    },
+    "optics": {
+        "eps": 0.1836453739562513,
+        "min_samples": 5,
+        "score": 0.9223753952581142
+    }
+}

ccip-caformer-24-randaug-pruned/metrics.json

@@ -0,0 +1,6 @@
+{
+    "f1_score": 0.9172113289760349,
+    "precision": 0.9334811529933481,
+    "recall": 0.9014989293361885,
+    "threshold": 0.17847511429108218
+}

ccip-caformer-24-randaug-pruned/model.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c5fdd52d208617ab6d93c39865db2caf71192176aa944b7dd69df98896ee170d
+size 154255334

ccip-caformer-24-randaug-pruned/model_feat.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4ea118d16496274f4f6e08d3afc768cc592389e8f7f32f8732ce2215c228ac5f
+size 150248245

ccip-caformer-24-randaug-pruned/model_metrics.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7e4646fdfbe369ad485b227ec47ac4092c98b8deef3af44e19fdbd8ba7bc25c1
+size 1649

ccip-caformer-2_fp32/cluster.json

@@ -0,0 +1,17 @@
+{
+    "dbscan_2": {
+        "eps": 0.09444567170065249,
+        "min_samples": 2,
+        "score": 0.6497703743018626
+    },
+    "dbscan_free": {
+        "eps": 0.09581549189083371,
+        "min_samples": 2,
+        "score": 0.6466500223485468
+    },
+    "optics": {
+        "eps": 0.14721092176682105,
+        "min_samples": 4,
+        "score": 0.7185157045626752
+    }
+}

ccip-caformer-2_fp32/metrics.json

@@ -0,0 +1,6 @@
+{
+    "f1_score": 0.7551248602310846,
+    "precision": 0.7901716068642746,
+    "recall": 0.7230549607423269,
+    "threshold": 0.14127545058727264
+}

ccip-caformer-2_fp32/model.ckpt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:da3f2259194ff9aa877f3dc7e02a1eadd26df6654cd6e88193d4e47a3d2676a6
+size 154171415

ccip-caformer-2_fp32/model_feat.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dedc0753729eeb64b9d1813a02c343d28d4b68ff2c0c798a6850770ab41e485e
+size 150248245

ccip-caformer-2_fp32/model_metrics.onnx

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:198c03a4fbb300e3c9da14979a0feba9b6e2a255e115bd119a69cbeb6237a7fc
+size 1649

ccip-caformer-4_fp32/cluster.json

@@ -0,0 +1,17 @@
+{
+    "dbscan_2": {
+        "eps": 0.1253876876524005,
+        "min_samples": 2,
+        "score": 0.7955649138279582
+    },
+    "dbscan_free": {
+        "eps": 0.12501789360725707,
+        "min_samples": 3,
+        "score": 0.7911151911648003
+    },
+    "optics": {
+        "eps": 0.18065533528388406,
+        "min_samples": 4,
+        "score": 0.8681332599542906
+    }
+}