efficientvit-ena24-Original

README.md

@@ -3,6 +3,7 @@ library_name: transformers
 license: apache-2.0
 base_model: timm/efficientvit_b0.r224_in1k
 tags:
+- image-classification
 - timm
 - generated_from_trainer
 metrics:
@@ -18,13 +19,13 @@ should probably proofread and complete it, then remove this comment. -->
 
 # efficientvit-ena24-Original
 
-This model is a fine-tuned version of [timm/efficientvit_b0.r224_in1k](https://huggingface.co/timm/efficientvit_b0.r224_in1k) on an unknown dataset.
+This model is a fine-tuned version of [timm/efficientvit_b0.r224_in1k](https://huggingface.co/timm/efficientvit_b0.r224_in1k) on the Pamreth/ena24 dataset.
 It achieves the following results on the evaluation set:
-- Loss: 0.1088
-- Accuracy: 0.9809
-- F1: 0.9785
+- Loss: 0.0992
+- Accuracy: 0.9786
+- F1: 0.9755
 - Acc American black bear: 0.9850
-- Acc American crow: 0.9779
+- Acc American crow: 0.9853
 - Acc Bird: 0.9667
 - Acc Bobcat: 0.9792
 - Acc Chicken: 0.9744
@@ -32,13 +33,13 @@ It achieves the following results on the evaluation set:
 - Acc Dog: 0.9905
 - Acc Domestic cat: 1.0
 - Acc Eastern chipmunk: 1.0
-- Acc Eastern cottontail: 0.9111
+- Acc Eastern cottontail: 0.8889
 - Acc Eastern fox squirrel: 1.0
 - Acc Eastern gray squirrel: 0.9778
-- Acc Grey fox: 0.9841
+- Acc Grey fox: 0.9524
 - Acc Horse: 0.875
 - Acc Northern raccoon: 0.9535
-- Acc Red fox: 0.9508
+- Acc Red fox: 0.9344
 - Acc Striped skunk: 0.9545
 - Acc Vehicle: 1.0
 - Acc Virginia opossum: 1.0
@@ -46,7 +47,7 @@ It achieves the following results on the evaluation set:
 - Acc Wild turkey: 1.0
 - Acc Woodchuck: 1.0
 - F1 American black bear: 0.9813
-- F1 American crow: 0.9708
+- F1 American crow: 0.9745
 - F1 Bird: 0.9831
 - F1 Bobcat: 0.9691
 - F1 Chicken: 0.9870
@@ -54,13 +55,13 @@ It achieves the following results on the evaluation set:
 - F1 Dog: 0.9952
 - F1 Domestic cat: 0.9863
 - F1 Eastern chipmunk: 0.9892
-- F1 Eastern cottontail: 0.9111
+- F1 Eastern cottontail: 0.9091
 - F1 Eastern fox squirrel: 0.9903
-- F1 Eastern gray squirrel: 0.9778
-- F1 Grey fox: 0.9841
+- F1 Eastern gray squirrel: 0.9670
+- F1 Grey fox: 0.9677
 - F1 Horse: 0.9333
-- F1 Northern raccoon: 0.9762
-- F1 Red fox: 0.9748
+- F1 Northern raccoon: 0.9535
+- F1 Red fox: 0.9580
 - F1 Striped skunk: 0.9655
 - F1 Vehicle: 1.0
 - F1 Virginia opossum: 1.0

all_results.json

@@ -0,0 +1,58 @@
+{
+    "epoch": 7.0,
+    "eval_acc_American Black Bear": 0.9849624060150376,
+    "eval_acc_American Crow": 0.9852941176470589,
+    "eval_acc_Bird": 0.9666666666666667,
+    "eval_acc_Bobcat": 0.9791666666666666,
+    "eval_acc_Chicken": 0.9743589743589743,
+    "eval_acc_Coyote": 0.98,
+    "eval_acc_Dog": 0.9904761904761905,
+    "eval_acc_Domestic Cat": 1.0,
+    "eval_acc_Eastern Chipmunk": 1.0,
+    "eval_acc_Eastern Cottontail": 0.8888888888888888,
+    "eval_acc_Eastern Fox Squirrel": 1.0,
+    "eval_acc_Eastern Gray Squirrel": 0.9777777777777777,
+    "eval_acc_Grey Fox": 0.9523809523809523,
+    "eval_acc_Horse": 0.875,
+    "eval_acc_Northern Raccoon": 0.9534883720930233,
+    "eval_acc_Red Fox": 0.9344262295081968,
+    "eval_acc_Striped Skunk": 0.9545454545454546,
+    "eval_acc_Vehicle": 1.0,
+    "eval_acc_Virginia Opossum": 1.0,
+    "eval_acc_White_Tailed_Deer": 1.0,
+    "eval_acc_Wild Turkey": 1.0,
+    "eval_acc_Woodchuck": 1.0,
+    "eval_accuracy": 0.9786259541984733,
+    "eval_f1": 0.9755284836434179,
+    "eval_f1_American Black Bear": 0.9812734082397003,
+    "eval_f1_American Crow": 0.9745454545454545,
+    "eval_f1_Bird": 0.9830508474576272,
+    "eval_f1_Bobcat": 0.9690721649484536,
+    "eval_f1_Chicken": 0.987012987012987,
+    "eval_f1_Coyote": 0.98,
+    "eval_f1_Dog": 0.9952153110047847,
+    "eval_f1_Domestic Cat": 0.9863013698630136,
+    "eval_f1_Eastern Chipmunk": 0.989247311827957,
+    "eval_f1_Eastern Cottontail": 0.9090909090909091,
+    "eval_f1_Eastern Fox Squirrel": 0.9902912621359223,
+    "eval_f1_Eastern Gray Squirrel": 0.967032967032967,
+    "eval_f1_Grey Fox": 0.967741935483871,
+    "eval_f1_Horse": 0.9333333333333333,
+    "eval_f1_Northern Raccoon": 0.9534883720930233,
+    "eval_f1_Red Fox": 0.957983193277311,
+    "eval_f1_Striped Skunk": 0.9655172413793104,
+    "eval_f1_Vehicle": 1.0,
+    "eval_f1_Virginia Opossum": 1.0,
+    "eval_f1_White_Tailed_Deer": 0.9714285714285714,
+    "eval_f1_Wild Turkey": 1.0,
+    "eval_f1_Woodchuck": 1.0,
+    "eval_loss": 0.09921339154243469,
+    "eval_runtime": 94.1317,
+    "eval_samples_per_second": 13.917,
+    "eval_steps_per_second": 1.742,
+    "total_flos": 8.376542422069248e+16,
+    "train_loss": 0.19218109248916854,
+    "train_runtime": 10229.965,
+    "train_samples_per_second": 4.203,
+    "train_steps_per_second": 0.526
+}

eval_results.json

@@ -0,0 +1,53 @@
+{
+    "epoch": 7.0,
+    "eval_acc_American Black Bear": 0.9849624060150376,
+    "eval_acc_American Crow": 0.9852941176470589,
+    "eval_acc_Bird": 0.9666666666666667,
+    "eval_acc_Bobcat": 0.9791666666666666,
+    "eval_acc_Chicken": 0.9743589743589743,
+    "eval_acc_Coyote": 0.98,
+    "eval_acc_Dog": 0.9904761904761905,
+    "eval_acc_Domestic Cat": 1.0,
+    "eval_acc_Eastern Chipmunk": 1.0,
+    "eval_acc_Eastern Cottontail": 0.8888888888888888,
+    "eval_acc_Eastern Fox Squirrel": 1.0,
+    "eval_acc_Eastern Gray Squirrel": 0.9777777777777777,
+    "eval_acc_Grey Fox": 0.9523809523809523,
+    "eval_acc_Horse": 0.875,
+    "eval_acc_Northern Raccoon": 0.9534883720930233,
+    "eval_acc_Red Fox": 0.9344262295081968,
+    "eval_acc_Striped Skunk": 0.9545454545454546,
+    "eval_acc_Vehicle": 1.0,
+    "eval_acc_Virginia Opossum": 1.0,
+    "eval_acc_White_Tailed_Deer": 1.0,
+    "eval_acc_Wild Turkey": 1.0,
+    "eval_acc_Woodchuck": 1.0,
+    "eval_accuracy": 0.9786259541984733,
+    "eval_f1": 0.9755284836434179,
+    "eval_f1_American Black Bear": 0.9812734082397003,
+    "eval_f1_American Crow": 0.9745454545454545,
+    "eval_f1_Bird": 0.9830508474576272,
+    "eval_f1_Bobcat": 0.9690721649484536,
+    "eval_f1_Chicken": 0.987012987012987,
+    "eval_f1_Coyote": 0.98,
+    "eval_f1_Dog": 0.9952153110047847,
+    "eval_f1_Domestic Cat": 0.9863013698630136,
+    "eval_f1_Eastern Chipmunk": 0.989247311827957,
+    "eval_f1_Eastern Cottontail": 0.9090909090909091,
+    "eval_f1_Eastern Fox Squirrel": 0.9902912621359223,
+    "eval_f1_Eastern Gray Squirrel": 0.967032967032967,
+    "eval_f1_Grey Fox": 0.967741935483871,
+    "eval_f1_Horse": 0.9333333333333333,
+    "eval_f1_Northern Raccoon": 0.9534883720930233,
+    "eval_f1_Red Fox": 0.957983193277311,
+    "eval_f1_Striped Skunk": 0.9655172413793104,
+    "eval_f1_Vehicle": 1.0,
+    "eval_f1_Virginia Opossum": 1.0,
+    "eval_f1_White_Tailed_Deer": 0.9714285714285714,
+    "eval_f1_Wild Turkey": 1.0,
+    "eval_f1_Woodchuck": 1.0,
+    "eval_loss": 0.09921339154243469,
+    "eval_runtime": 94.1317,
+    "eval_samples_per_second": 13.917,
+    "eval_steps_per_second": 1.742
+}

runs/May28_03-13-53_d391708ea2c2/events.out.tfevents.1748412366.d391708ea2c2.2991.4

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0ba13684938ffd83fab6ccfe85d16e2c5e12fbe9856ee30d3dd9a091e803200e
+size 3055

train_results.json

@@ -0,0 +1,8 @@
+{
+    "epoch": 7.0,
+    "total_flos": 8.376542422069248e+16,
+    "train_loss": 0.19218109248916854,
+    "train_runtime": 10229.965,
+    "train_samples_per_second": 4.203,
+    "train_steps_per_second": 0.526
+}