Commit ·
8e20b7f
0
Parent(s):
CS604 2026 course project data
Browse files- .gitattributes +60 -0
- README.md +52 -0
- metadata.json +24 -0
- train.tar.gz +3 -0
- train.txt +3 -0
- val.tar.gz +3 -0
- val.txt +0 -0
.gitattributes
ADDED
|
@@ -0,0 +1,60 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
|
| 2 |
+
*.arrow filter=lfs diff=lfs merge=lfs -text
|
| 3 |
+
*.bin filter=lfs diff=lfs merge=lfs -text
|
| 4 |
+
*.bz2 filter=lfs diff=lfs merge=lfs -text
|
| 5 |
+
*.ckpt filter=lfs diff=lfs merge=lfs -text
|
| 6 |
+
*.ftz filter=lfs diff=lfs merge=lfs -text
|
| 7 |
+
*.gz filter=lfs diff=lfs merge=lfs -text
|
| 8 |
+
*.h5 filter=lfs diff=lfs merge=lfs -text
|
| 9 |
+
*.joblib filter=lfs diff=lfs merge=lfs -text
|
| 10 |
+
*.lfs.* filter=lfs diff=lfs merge=lfs -text
|
| 11 |
+
*.lz4 filter=lfs diff=lfs merge=lfs -text
|
| 12 |
+
*.mds filter=lfs diff=lfs merge=lfs -text
|
| 13 |
+
*.mlmodel filter=lfs diff=lfs merge=lfs -text
|
| 14 |
+
*.model filter=lfs diff=lfs merge=lfs -text
|
| 15 |
+
*.msgpack filter=lfs diff=lfs merge=lfs -text
|
| 16 |
+
*.npy filter=lfs diff=lfs merge=lfs -text
|
| 17 |
+
*.npz filter=lfs diff=lfs merge=lfs -text
|
| 18 |
+
*.onnx filter=lfs diff=lfs merge=lfs -text
|
| 19 |
+
*.ot filter=lfs diff=lfs merge=lfs -text
|
| 20 |
+
*.parquet filter=lfs diff=lfs merge=lfs -text
|
| 21 |
+
*.pb filter=lfs diff=lfs merge=lfs -text
|
| 22 |
+
*.pickle filter=lfs diff=lfs merge=lfs -text
|
| 23 |
+
*.pkl filter=lfs diff=lfs merge=lfs -text
|
| 24 |
+
*.pt filter=lfs diff=lfs merge=lfs -text
|
| 25 |
+
*.pth filter=lfs diff=lfs merge=lfs -text
|
| 26 |
+
*.rar filter=lfs diff=lfs merge=lfs -text
|
| 27 |
+
*.safetensors filter=lfs diff=lfs merge=lfs -text
|
| 28 |
+
saved_model/**/* filter=lfs diff=lfs merge=lfs -text
|
| 29 |
+
*.tar.* filter=lfs diff=lfs merge=lfs -text
|
| 30 |
+
*.tar filter=lfs diff=lfs merge=lfs -text
|
| 31 |
+
*.tflite filter=lfs diff=lfs merge=lfs -text
|
| 32 |
+
*.tgz filter=lfs diff=lfs merge=lfs -text
|
| 33 |
+
*.wasm filter=lfs diff=lfs merge=lfs -text
|
| 34 |
+
*.xz filter=lfs diff=lfs merge=lfs -text
|
| 35 |
+
*.zip filter=lfs diff=lfs merge=lfs -text
|
| 36 |
+
*.zst filter=lfs diff=lfs merge=lfs -text
|
| 37 |
+
*tfevents* filter=lfs diff=lfs merge=lfs -text
|
| 38 |
+
# Audio files - uncompressed
|
| 39 |
+
*.pcm filter=lfs diff=lfs merge=lfs -text
|
| 40 |
+
*.sam filter=lfs diff=lfs merge=lfs -text
|
| 41 |
+
*.raw filter=lfs diff=lfs merge=lfs -text
|
| 42 |
+
# Audio files - compressed
|
| 43 |
+
*.aac filter=lfs diff=lfs merge=lfs -text
|
| 44 |
+
*.flac filter=lfs diff=lfs merge=lfs -text
|
| 45 |
+
*.mp3 filter=lfs diff=lfs merge=lfs -text
|
| 46 |
+
*.ogg filter=lfs diff=lfs merge=lfs -text
|
| 47 |
+
*.wav filter=lfs diff=lfs merge=lfs -text
|
| 48 |
+
# Image files - uncompressed
|
| 49 |
+
*.bmp filter=lfs diff=lfs merge=lfs -text
|
| 50 |
+
*.gif filter=lfs diff=lfs merge=lfs -text
|
| 51 |
+
*.png filter=lfs diff=lfs merge=lfs -text
|
| 52 |
+
*.tiff filter=lfs diff=lfs merge=lfs -text
|
| 53 |
+
# Image files - compressed
|
| 54 |
+
*.jpg filter=lfs diff=lfs merge=lfs -text
|
| 55 |
+
*.jpeg filter=lfs diff=lfs merge=lfs -text
|
| 56 |
+
*.webp filter=lfs diff=lfs merge=lfs -text
|
| 57 |
+
# Video files - compressed
|
| 58 |
+
*.mp4 filter=lfs diff=lfs merge=lfs -text
|
| 59 |
+
*.webm filter=lfs diff=lfs merge=lfs -text
|
| 60 |
+
train.txt filter=lfs diff=lfs merge=lfs -text
|
README.md
ADDED
|
@@ -0,0 +1,52 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# CS604 Course Project Dataset
|
| 2 |
+
|
| 3 |
+
For the task "ViT Model Adaptation".
|
| 4 |
+
|
| 5 |
+
## Overview
|
| 6 |
+
An anonymized fine-grained image classification dataset with 10,000 classes.
|
| 7 |
+
|
| 8 |
+
## Dataset Statistics
|
| 9 |
+
- **Number of classes**: 10,000
|
| 10 |
+
- **Training samples**: 450,000 (45 per class, with labels)
|
| 11 |
+
- **Validation samples**: 50,000 (5 per class, **without labels**) — Phase 1
|
| 12 |
+
- **Test samples**: 100,000 (10 per class, **without labels**) — released when Phase 2 opens
|
| 13 |
+
|
| 14 |
+
## Files
|
| 15 |
+
- `train.tar.gz` + `train.txt`: training images and labels (format: `train/class_XXXX/filename.jpg class_id`)
|
| 16 |
+
- `val.tar.gz` + `val.txt`: validation images and image paths only (format: `val/image_XXXXXX.jpg`)
|
| 17 |
+
- `test.tar.gz` + `test.txt`: added when Phase 2 opens
|
| 18 |
+
- `metadata.json`: dataset metadata
|
| 19 |
+
|
| 20 |
+
```
|
| 21 |
+
train/
|
| 22 |
+
class_0000/ # 45 images
|
| 23 |
+
...
|
| 24 |
+
class_9999/
|
| 25 |
+
val/
|
| 26 |
+
image_000000.jpg
|
| 27 |
+
...
|
| 28 |
+
image_049999.jpg
|
| 29 |
+
```
|
| 30 |
+
|
| 31 |
+
File names in `val/` and `test/` are random and carry no information about the class.
|
| 32 |
+
|
| 33 |
+
## Download
|
| 34 |
+
```bash
|
| 35 |
+
pip install -U huggingface_hub
|
| 36 |
+
hf download doem1997/cs604-course-data --repo-type dataset --local-dir cs604-course-data
|
| 37 |
+
cd cs604-course-data && tar -xzf train.tar.gz && tar -xzf val.tar.gz
|
| 38 |
+
```
|
| 39 |
+
|
| 40 |
+
## Submission
|
| 41 |
+
Predict a class for every image of the split and submit to the CodaBench competition (link in the course slides).
|
| 42 |
+
|
| 43 |
+
One line per image, `<image_path> <predicted_class_id>`, with `class_id` in [0, 9999]:
|
| 44 |
+
```
|
| 45 |
+
val/image_000000.jpg 1234
|
| 46 |
+
val/image_000001.jpg 5678
|
| 47 |
+
...
|
| 48 |
+
```
|
| 49 |
+
Name the file `val_team_XX.txt` (Phase 1) or `test_team_XX.txt` (Phase 2), zip it, and upload the zip.
|
| 50 |
+
Every image of the split must appear exactly once.
|
| 51 |
+
|
| 52 |
+
Validation and test labels are withheld. Do not label validation/test images by hand or train on them.
|
metadata.json
ADDED
|
@@ -0,0 +1,24 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"dataset_name": "cs604-course-data",
|
| 3 |
+
"description": "Anonymized image classification dataset with 10,000 classes",
|
| 4 |
+
"num_classes": 10000,
|
| 5 |
+
"train": {
|
| 6 |
+
"num_samples": 450000,
|
| 7 |
+
"samples_per_class": 45,
|
| 8 |
+
"label_available": true
|
| 9 |
+
},
|
| 10 |
+
"val": {
|
| 11 |
+
"num_samples": 50000,
|
| 12 |
+
"samples_per_class": 5,
|
| 13 |
+
"label_available": false,
|
| 14 |
+
"note": "Validation labels withheld for benchmark evaluation"
|
| 15 |
+
},
|
| 16 |
+
"test": {
|
| 17 |
+
"num_samples": 100000,
|
| 18 |
+
"samples_per_class": 10,
|
| 19 |
+
"label_available": false,
|
| 20 |
+
"note": "Released when Phase 2 opens; labels withheld for benchmark evaluation"
|
| 21 |
+
},
|
| 22 |
+
"image_format": "jpg",
|
| 23 |
+
"task": "ViT model adaptation"
|
| 24 |
+
}
|
train.tar.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:dc57b98da357c64f499e5040164fbbe4c1d2add612e3fa810ea98b1a1ca2e9ea
|
| 3 |
+
size 40115732248
|
train.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:d7c7ebd0a10e6e7ae337cedbf2915a3fdbb7c33e8ca0ac893e1165b64c985002
|
| 3 |
+
size 28300050
|
val.tar.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:f5f95561e05d052c4cd7bf3a3e26b258949c634ff966005a1564aab692337717
|
| 3 |
+
size 4443572618
|
val.txt
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|