Hugging Face's logo

mujerry
/
nematode-deeplabv3plus-512-segmentation

PyTorch
Safetensors
English
DeepLabV3Plus
semantic-segmentation
deeplabv3plus
resnet34
agricultural-cv
Eval Results (legacy)
Model card Files
xet
 Community
mujerry commited on
Commit
dbb65ad
·
verified ·
1 Parent(s): 02b00da

Log hyper-parameters, metric curves, and model state for nematode-deeplabv3plus_512-run_2026-06-28_17-57_sample_50

Browse files
Files changed (24) hide show
  1. .gitattributes +1 -0
  2. README.md +41 -0
  3. checkpoint-7906/model.safetensors +3 -0
  4. checkpoint-7906/optimizer.pt +3 -0
  5. checkpoint-7906/rng_state.pth +3 -0
  6. checkpoint-7906/scheduler.pt +3 -0
  7. checkpoint-7906/trainer_state.json +0 -0
  8. checkpoint-7906/training_args.bin +3 -0
  9. checkpoint-9313/model.safetensors +3 -0
  10. checkpoint-9313/optimizer.pt +3 -0
  11. checkpoint-9313/rng_state.pth +3 -0
  12. checkpoint-9313/scheduler.pt +3 -0
  13. checkpoint-9313/trainer_state.json +0 -0
  14. checkpoint-9313/training_args.bin +3 -0
  15. checkpoint-9380/model.safetensors +3 -0
  16. checkpoint-9380/optimizer.pt +3 -0
  17. checkpoint-9380/rng_state.pth +3 -0
  18. checkpoint-9380/scheduler.pt +3 -0
  19. checkpoint-9380/trainer_state.json +0 -0
  20. checkpoint-9380/training_args.bin +3 -0
  21. config.json +10 -0
  22. performance_curves.png +3 -0
  23. pytorch_model.bin +3 -0
  24. training_metrics.csv +0 -0
.gitattributes CHANGED
@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
 
 
33
  *.zip filter=lfs diff=lfs merge=lfs -text
34
  *.zst filter=lfs diff=lfs merge=lfs -text
35
  *tfevents* filter=lfs diff=lfs merge=lfs -text
36
+ performance_curves.png filter=lfs diff=lfs merge=lfs -text
README.md ADDED
@@ -0,0 +1,41 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language: en
3
+ license: mit
4
+ tags:
5
+ - semantic-segmentation
6
+ - pytorch
7
+ - deeplabv3plus
8
+ - resnet34
9
+ - agricultural-cv
10
+ model-index:
11
+ - name: nematode-deeplabv3plus_512-run_2026-06-28_17-57_sample_50
12
+ results:
13
+ - task:
14
+ type: semantic-segmentation
15
+ name: Corm Segmentation
16
+ metrics:
17
+ - type: mean_iou
18
+ value: 0.8735190836786705
19
+ name: Best Val Mean IoU
20
+ - type: damage_iou
21
+ value: 0.7381499204526462
22
+ name: Best Val Damage-Class IoU
23
+ - type: root_iou
24
+ value: 0.8856007365241481
25
+ name: Best Val Root-Class IoU
26
+ ---
27
+
28
+ # DeepLabV3+ Corm & Damage Semantic Segmentation Model (Ablation: 70.0%)
29
+
30
+ This repository contains weights, performance curves, and hyperparameter logs for experiment `nematode-deeplabv3plus_512-run_2026-06-28_17-57_sample_50`.
31
+
32
+ ## Model Summary
33
+ - **Architecture Type:** DeepLabV3+ (SMP wrapper)
34
+ - **Backbone Encoder:** `resnet34`
35
+ - **Training Resolution:** `512x512`
36
+ - **Loss Optimizer configuration:** `CrossEntropy`
37
+ - **Dataset Sample Fraction:** `70.0%`
38
+
39
+ ## Metrics Curves
40
+ Below are the training performance plots generated for this run:
41
+ ![Performance Curves](performance_curves.png)
checkpoint-7906/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:301581909e60d179ebee233267c0fbd840a3fd845fb78a0a5f07a5a45c4b28c0
3
+ size 89865828
checkpoint-7906/optimizer.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7e64a679bbf652813e37afc13619af9d455178ddafb32cdabec70cf0bb2f2717
3
+ size 179625803
checkpoint-7906/rng_state.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bdd9938260baebc11107bfd7b09638f987bdf3353710883cb852b36fcc411cf8
3
+ size 14645
checkpoint-7906/scheduler.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ddca87a00013bfa076a14344391f60cf0bc8fc0f9116a79b2c298ce48ded2961
3
+ size 1465
checkpoint-7906/trainer_state.json ADDED
The diff for this file is too large to render. See raw diff
 
checkpoint-7906/training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:492f6b9e5a703bc9419c8490456d976e72a143e03c09e9704be358de8a398a82
3
+ size 5329
checkpoint-9313/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:924a7e2158ce619e70c52bafd7e7577377b16def775fe0f3d906e41fc4a2c876
3
+ size 89865828
checkpoint-9313/optimizer.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8089b48d3c2a2e004eb50fc69fdb2fd94dde7e6eb560e6ee8229b9235d1c8a97
3
+ size 179625803
checkpoint-9313/rng_state.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:94b198bdc7c15c032846a9b630529c3680af73cdf6ed0397c4feaba75a73daa6
3
+ size 14645
checkpoint-9313/scheduler.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2647e2111e44807ce8ff6f4ce9d7dabe0bceb42e10fcb693d401fedf0fc88eac
3
+ size 1465
checkpoint-9313/trainer_state.json ADDED
The diff for this file is too large to render. See raw diff
 
checkpoint-9313/training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:492f6b9e5a703bc9419c8490456d976e72a143e03c09e9704be358de8a398a82
3
+ size 5329
checkpoint-9380/model.safetensors ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c239217dee81e867ca39ca5b589457c5e3d5f084dd8d943b761b90ac277e5cec
3
+ size 89865828
checkpoint-9380/optimizer.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:717a5821238206ee2959e0b2f165e0ea79abf24c70b0a780d4e461de325ba16e
3
+ size 179625803
checkpoint-9380/rng_state.pth ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:24eb7171e8487a20423b31a5d54848ca6410cf4dde5e598019f9a5cc6390aeae
3
+ size 14645
checkpoint-9380/scheduler.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:368dd28c261434d4071b3650f6a705f504cc6333f907f70570f2d91210650e37
3
+ size 1465
checkpoint-9380/trainer_state.json ADDED
The diff for this file is too large to render. See raw diff
 
checkpoint-9380/training_args.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:492f6b9e5a703bc9419c8490456d976e72a143e03c09e9704be358de8a398a82
3
+ size 5329
config.json ADDED
@@ -0,0 +1,10 @@
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "model_type": "DeepLabV3Plus",
3
+ "encoder_name": "resnet34",
4
+ "encoder_weights": "imagenet",
5
+ "in_channels": 3,
6
+ "classes": 3,
7
+ "input_resolution": "512x512",
8
+ "loss_type": "CrossEntropy",
9
+ "train_sample_fraction": 0.7
10
+ }
performance_curves.png ADDED

Git LFS Details

  • SHA256: 60b96c615eb96a6b0161379470c7a1a5546b7f19263d2eb74e2779e1b2f4a8cf
  • Pointer size: 131 Bytes
  • Size of remote file: 143 kB
pytorch_model.bin ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:de288219516f09d805e63f99a0d87564f050f3166c1c5f18337088a475c9f29f
3
+ size 89937719
training_metrics.csv ADDED
The diff for this file is too large to render. See raw diff