2d99063201
Feature `python train.py --cache disk` ( #4049 )
...
* Add cache-on-disk and cache-directory to cache images on disk
* Fix load_image with cache_on_disk
* Add no_cache flag for load_image
* Revert the parts('logging' and a new line) that do not need to be modified
* Add the assertion for shapes of cached images
* Add a suffix string for cached images
* Fix boundary-error of letterbox for load_mosaic
* Add prefix as cache-key of cache-on-disk
* Update cache-function on disk
* Add psutil in requirements.txt
* Update train.py
* Cleanup1
* Cleanup2
* Skip existing npy
* Include re-space
* Export return character fix
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-08-02 18:47:24 +02:00
5d66e48723
Train from `--data path/to/dataset.zip` feature ( #4185 )
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* Train from `--data path/to/dataset.zip` feature
* Update dataset_stats()
* cleanup
* cleanup2
2021-07-28 02:04:10 +02:00
0ad6301c96
Update script headers ( #4163 )
...
* Update download script headers
* cleanup
* bug fix attempt
* bug fix attempt2
* bug fix attempt3
* cleanup
2021-07-26 15:23:33 +02:00
f7d8562060
`val.py` refactor ( #4053 )
...
* val.py refactor
* cleanup
* cleanup
* cleanup
* cleanup
* save after eval
* opt.imgsz bug fix
* wandb refactor
* dataloader to train_loader
* capitalize global variables
* runs/hub/exp to runs/detect/exp
* refactor wandb logging
* Refactor wandb operations (#4061 )
Co-authored-by: Ayush Chaurasia <ayush.chaurarsia@gmail.com>
2021-07-19 10:43:01 +02:00
b3dabdcc38
Update `probability` to `p` ( #3980 )
2021-07-12 15:54:43 +02:00
80299a57e2
Numerical stability fix for Albumentations ( #3958 )
2021-07-10 19:50:53 +02:00
443af8b25a
Cache v0.4 update ( #3954 )
2021-07-10 14:18:46 +02:00
8c6f9e15bf
Update `dataset_stats()` for zipped datasets ( #3926 )
...
* Update `dataset_stats()` for zipped datasets
@KalenMike
* cleanup
2021-07-08 11:42:30 +02:00
33202b7f0b
YOLOv5 + Albumentations integration ( #3882 )
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* Albumentations integration
* ToGray p=0.01
* print confirmation
* create instance in dataloader init method
* improved version handling
* transform not defined fix
* assert string update
* create check_version()
* add spaces
* update class comment
2021-07-05 18:01:54 +02:00
3c3f8fbd5d
Improved BGR2RGB speeds ( #3880 )
...
* Update BGR2RGB ops
* speed improvements
* cleanup
2021-07-04 20:12:32 +02:00
9e8fb9fd0b
Create `utils/augmentations.py` ( #3877 )
...
* Create `utils/augmentations.py`
* cleanup
2021-07-04 18:14:04 +02:00
9d86b54eb3
Add multi-stream saving feature ( #3864 )
...
* Added the recording feature for multiple streams
Thanks for the very cool repo!!
I was trying to record multiple feeds at the same time, but the current version of the detector only had one video writer and one vid_path!
So the streams were not being saved and only were initialized with one frame and this process didn't record the whole thing.
Fix:
I made a list of `vid_writer` and `vid_path` and the `i` from the loop over the `pred` took care of the writer which need to work!
I hope this helps, Thanks!
* Cleanup list lengths
* batch size variable
* Update datasets.py
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-07-04 12:55:57 +02:00
831773f5a2
Add EXIF rotation to YOLOv5 Hub inference ( #3852 )
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* rotating an image according to its exif tag
* Update common.py
* Update datasets.py
* Update datasets.py
faster
* delete extraneous gpg file
* Update common.py
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-07-02 13:25:54 +02:00
c6c88dc601
Copy-Paste augmentation for YOLOv5 ( #3845 )
...
* Copy-paste augmentation initial commit
* if any segments
* Add obscuration rejection
* Add copy_paste hyperparameter
* Update comments
2021-07-01 00:35:04 +02:00
7d6af69638
Fix `LoadStreams()` dataloader frame skip issue ( #3833 )
...
* Update datasets.py to read every 4th frame of streams
* Update datasets.py
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-06-30 12:11:29 +02:00
3213d8713f
Fix for `dataset_stats()` with updated data.yaml ( #3819 )
...
@KalenMike
2021-06-29 12:44:59 +02:00
f89941711c
NGA xView 2018 Dataset Auto-Download ( #3775 )
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* update clip_coords for numpy
* uncomment
* cleanup
* Add autosplits
* fix
* cleanup
2021-06-26 00:49:05 +02:00
374957317a
Add `xyxy2xywhn()` ( #3765 )
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* Edit Comments for numpy2torch tensor process
Edit Comments for numpy2torch tensor process
* add xyxy2xywhn
add xyxy2xywhn
* add xyxy2xywhn
* formatting
* pass arguments
pass arguments
* edit comment for xyxy2xywhn()
edit comment for xyxy2xywhn()
* cleanup datasets.py
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-06-25 11:47:46 +02:00
417a2f425c
Edit comment ( #3759 )
...
edit comment
2021-06-24 15:57:27 +02:00
9ac7d388a9
Backwards compatible cache version checks ( #3730 )
2021-06-22 13:50:47 +02:00
b83e1a4adc
Fix `img2label_paths()` order ( #3720 )
...
* Fix `img2label_paths()` order
* fix, 1
2021-06-21 22:50:56 +02:00
fad27c0046
Update DDP for `torch.distributed.run` with `gloo` backend ( #3680 )
...
* Update DDP for `torch.distributed.run`
* Add LOCAL_RANK
* remove opt.local_rank
* backend="gloo|nccl"
* print
* print
* debug
* debug
* os.getenv
* gloo
* gloo
* gloo
* cleanup
* fix getenv
* cleanup
* cleanup destroy
* try nccl
* return opt
* add --local_rank
* add timeout
* add init_method
* gloo
* move destroy
* move destroy
* move print(opt) under if RANK
* destroy only RANK 0
* move destroy inside train()
* restore destroy outside train()
* update print(opt)
* cleanup
* nccl
* gloo with 60 second timeout
* update namespace printing
2021-06-19 16:30:25 +02:00
bf209f6fe9
Skip HSV augmentation when hyperparameters are [0, 0, 0] ( #3686 )
...
* Create shortcircuit in augment_hsv when hyperparameter are zero
* implement faster opt-in
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-06-19 11:51:21 +02:00
814806c61d
Update cache check ( #3691 )
...
Swapped order of operations for faster first per f527704cd3 (r52362419)
2021-06-19 11:22:09 +02:00
f527704cd3
Cache v0.3: improved corrupt image/label reporting ( #3676 )
...
* Cache v0.3: improved corrupt image/label reporting
Fix for https://github.com/ultralytics/yolov5/issues/3656#issuecomment-863660899
* cleanup
2021-06-18 10:21:47 +02:00
9b6dba6207
Update `dataset_stats()` to list of dicts ( #3657 )
...
* Update `dataset_stats()` to list of dicts
@KalenMike
* Update datasets.py
2021-06-17 13:59:52 +02:00
d808855f77
Assert non-premature end of JPEG images ( #3638 )
...
* premature end of JPEG images
* PEP8 reformat
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-06-16 13:31:26 +02:00
6c0e1d9fd7
Update `verify_image_label()` ( #3635 )
2021-06-16 11:12:15 +02:00
7d3686a686
Update `check_file()` ( #3622 )
...
* Update `check_file()`
* Update datasets.py
2021-06-15 13:21:04 +02:00
7a565f130a
Update `dataset_stats()` ( #3593 )
...
@KalenMike this is a PR to add image filenames and labels to our stats dictionary and to save the dictionary to JSON. Save location is next to the train labels.cache file. The single JSON contains all stats for entire dataset.
Usage example:
```python
from utils.datasets import *
dataset_stats('coco128.yaml', verbose=True)
```
2021-06-12 13:26:41 +02:00
958ab92dc1
Remove `opt` from `create_dataloader()`` ( #3552 )
2021-06-09 13:14:56 +02:00
1b5edb6f8e
Update `dataset_stats()` for HUB ( #3536 )
...
* Update `dataset_stats()` for HUB
Cleanup of b6fdd2e
2021-06-09 10:56:11 +02:00
b6fdd2e5e5
Create `dataset_stats()` for HUB
2021-06-08 23:09:45 +02:00
8d52c1c5c5
Update datasets.py ( #3531 )
...
Minor updates to https://github.com/ultralytics/yolov5/pull/3505 , inplace accumulation.
2021-06-08 18:36:40 +02:00
28bff22df8
Use multi-threading in cache_labels ( #3505 )
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* Use multi threading in cache_labels
* PEP8 reformat
* Add num_threads
* changed ThreadPool.imap_unordered to Pool.imap_unordered
* Remove inplace additions
* Update datasets.py
refactor initial desc
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-06-08 18:00:21 +02:00
c37f072ba7
Faster HSV augmentation ( #3462 )
...
remove datatype conversion process that can be skipped
2021-06-04 20:02:20 +02:00
8e3b4a0bf3
Update MixUp augmentation `alpha=beta=32.0` ( #3455 )
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Per VOC empirical results https://github.com/ultralytics/yolov5/issues/3380#issuecomment-853001307 by @developer0hye
2021-06-04 12:47:53 +02:00
fdbe527dc0
Revert "`cv2.imread(img, -1)` for IMREAD_UNCHANGED ( #3379 )" ( #3395 )
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This reverts commit 21a9607e00
2021-05-31 10:39:00 +02:00
21a9607e00
`cv2.imread(img, -1)` for IMREAD_UNCHANGED ( #3379 )
...
* Update datasets.py
* comment
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-05-29 21:12:01 +02:00
4d4a2b0520
Ignore blank lines in `*.txt` labels ( #3366 )
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Fix for https://github.com/ultralytics/yolov5/issues/958#issuecomment-849512083
2021-05-27 14:31:26 +02:00
c6b5bfca85
Updated cache v0.2 with `hashlib` ( #3350 )
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* Update cache v0.2 to include parent hash
Possible fix for https://github.com/ultralytics/yolov5/issues/3349
* Update datasets.py
2021-05-26 14:26:52 +02:00
0e2f2cbb51
Update LoadStreams init fallbacks ( #3295 )
2021-05-23 14:55:42 +02:00
683cefead4
YouTube stream ending fix ( #3277 )
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* YouTube stream ending fix
Properly terminates YouTube streams on video end. Should resolve issues #2769 and #3220 .
* Update datasets.py
2021-05-21 16:51:07 +02:00
13a1c72699
Update datasets.py ( #3216 )
2021-05-17 22:24:26 +02:00
36b0a9e7d0
Add CAP_PROP_FRAME_COUNT for YouTube sources ( #3193 )
2021-05-17 12:27:40 +02:00
abfcf9eb79
Replace print() with logging.info() in trainloader ( #3103 )
...
Might indirectly help #3095 by providing better visibility on source of corruption.
2021-05-10 17:07:16 +02:00
955eea8b96
Make cache saving optional ( #2977 )
2021-04-30 00:56:44 +02:00
5f7d39fede
Cleanup load_image() ( #2871 )
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* don't resize up in load_image if augmenting
* cleanup
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-04-21 15:50:28 +02:00
aff03be35a
YouTube Bug Fix ( #2818 )
...
Fix for #2810
```shell
python detect.py --source 0
```
introduced by YouTube Livestream Detection PR #2752
2021-04-16 17:58:28 +02:00
e2b7bc0b32
YouTube Livestream Detection ( #2752 )
...
* Youtube livestream detection
* dependancy update to auto install pafy
* Remove print
* include youtube_dl in deps
* PEP8 reformat
* youtube url check fix
* reduce lines
* add comment
* update check_requirements
* stream framerate fix
* Update README.md
* cleanup
* PEP8
* remove cap.retrieve() failure code
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-04-11 18:53:40 +02:00
1e8ab3f5f2
Add tqdm pbar.close() ( #2644 )
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When using tqdm, sometimes it can't print in one line and roll to next line.
2021-03-29 12:21:25 +02:00
196bf10603
Add '*.mpo' to supported image formats ( #2615 )
...
Co-authored-by: Max Uppenkamp <max.uppenkamp@inform-software.com>
2021-03-26 12:45:22 +01:00
9b11f0c58b
PyTorch Hub models default to CUDA:0 if available ( #2472 )
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* PyTorch Hub models default to CUDA:0 if available
* device as string bug fix
2021-03-14 23:16:17 -07:00
38ff499b26
Update autosplit() with annotated_only option ( #2466 )
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* Be able to create dataset from annotated images only
Add the ability to create a dataset/splits only with images that have an annotation file, i.e a .txt file, associated to it. As we talked about this, the absence of a txt file could mean two things:
* either the image wasn't yet labelled by someone,
* either there is no object to detect.
When it's easy to create small datasets, when you have to create datasets with thousands of images (and more coming), it's hard to track where you at and you don't want to wait to have all of them annotated before starting to train. Which means some images would lack txt files and annotations, resulting in label inconsistency as you say in #2313 . By adding the annotated_only argument to the function, people could create, if they want to, datasets/splits only with images that were labelled, for sure.
* Cleanup and update print()
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-03-14 17:11:27 -07:00
cd8ed3521d
image weights compatible faster random index generator v2 for mosaic augmentation ( #2383 )
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image weights compatible faster random index generator v2 for mosaic augmentation
2021-03-05 22:58:26 -08:00
a82dce7faa
Fix labels being missed when image extension appears twice in filename ( #2300 )
2021-02-25 18:05:38 -08:00
7b833e37bf
LoadStreams() frame loss bug fix ( #2222 )
2021-02-15 11:02:20 -08:00
bdd88e1ed7
YOLOv5 Segmentation Dataloader Updates ( #2188 )
...
* Update C3 module
* Update C3 module
* Update C3 module
* Update C3 module
* update
* update
* update
* update
* update
* update
* update
* update
* update
* updates
* updates
* updates
* updates
* updates
* updates
* updates
* updates
* updates
* updates
* update
* update
* update
* update
* updates
* updates
* updates
* updates
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update datasets
* update
* update
* update
* update attempt_downlaod()
* merge
* merge
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* parameterize eps
* comments
* gs-multiple
* update
* max_nms implemented
* Create one_cycle() function
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* GitHub API rate limit fix
* update
* ComputeLoss
* ComputeLoss
* ComputeLoss
* ComputeLoss
* ComputeLoss
* ComputeLoss
* ComputeLoss
* ComputeLoss
* ComputeLoss
* ComputeLoss
* ComputeLoss
* astuple
* epochs
* update
* update
* ComputeLoss()
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* merge
* merge
* merge
* merge
* update
* update
* update
* update
* commit=tag == tags[-1]
* Update cudnn.benchmark
* update
* update
* update
* updates
* updates
* updates
* updates
* updates
* updates
* updates
* update
* update
* update
* update
* update
* mosaic9
* update
* update
* update
* update
* update
* update
* institute cache versioning
* only display on existing cache
* reverse cache exists booleans
2021-02-11 21:22:45 -08:00
c9bda112ae
Update utils/datasets.py to support .webp files ( #2174 )
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Simply added 'webp' as an image format to the img_formats array so that webp image files can be used as training data.
2021-02-10 00:16:38 -08:00
e9b3de463a
Unique *.cache filenames fix ( #2134 )
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* fix #2121
* Update test.py
* Update train.py
* Update autoanchor.py
* Update datasets.py
* Update log_dataset.py
* Update datasets.py
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-02-05 11:12:43 -08:00
4bdc5a397e
LoadImages() pathlib update ( #2140 )
2021-02-05 09:06:23 -08:00
73a0669930
Start setup for improved W&B integration ( #1948 )
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* Add helper functions for wandb and artifacts
* cleanup
* Reorganize files
* Update wandb_utils.py
* Update log_dataset.py
We can remove this code, as the giou hyp has been deprecated for a while now.
* Reorganize and update dataloader call
* yaml.SafeLoader
* PEP8 reformat
* remove redundant checks
* Add helper functions for wandb and artifacts
* cleanup
* Reorganize files
* Update wandb_utils.py
* Update log_dataset.py
We can remove this code, as the giou hyp has been deprecated for a while now.
* Reorganize and update dataloader call
* yaml.SafeLoader
* PEP8 reformat
* remove redundant checks
* Update util files
* Update wandb_utils.py
* Remove word size
* Change path of labels.zip
* remove unused imports
* remove --rect
* log_dataset.py cleanup
* log_dataset.py cleanup2
* wandb_utils.py cleanup
* remove redundant id_count
* wandb_utils.py cleanup2
* rename cls
* use pathlib for zip
* rename dataloader to dataset
* Change import order
* Remove redundant code
* remove unused import
* remove unused imports
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2021-02-01 21:38:41 -08:00
a18efc3a73
Add variable-stride inference support ( #2091 )
2021-01-30 13:47:23 -08:00
08d3119e09
Add histogram equalization fcn ( #2049 )
2021-01-26 17:30:42 -08:00
8fcbe43423
Check im.format during dataset caching ( #2042 )
...
* Check im.format during dataset caching
* Update datasets.py
2021-01-25 20:55:35 -08:00
d9212140b3
Add xywhn2xyxy() ( #1983 )
2021-01-19 13:33:52 -08:00
dd03b20ba5
colorstr() updates ( #1909 )
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* W&B ImportError message fix
* colorstr() updates
* colorstr() updates
* colorstr() default to 'blue', 'bold'
* train: magenta
* train: blue
2021-01-12 10:33:15 -08:00
69be8e738f
YOLOv5 v4.0 Release ( #1837 )
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* Update C3 module
* Update C3 module
* Update C3 module
* Update C3 module
* update
* update
* update
* update
* update
* update
* update
* update
* update
* updates
* updates
* updates
* updates
* updates
* updates
* updates
* updates
* updates
* updates
* update
* update
* update
* update
* updates
* updates
* updates
* updates
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update datasets
* update
* update
* update
* update attempt_downlaod()
* merge
* merge
* update
* update
* update
* update
* update
* update
* update
* update
* update
* update
* parameterize eps
* comments
* gs-multiple
* update
* max_nms implemented
* Create one_cycle() function
* update
* update
* update
* update
* update
* update
* update
* update study.png
* update study.png
* Update datasets.py
2021-01-04 19:54:09 -08:00
d5289b54c4
clean_str() function addition ( #1674 )
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* clean_str() function addition
* cleanup
* add euro symbol €
* add closing exclamation (spanish)
* cleanup
2020-12-17 17:20:20 -08:00
54043a9fa4
Streaming --save-txt bug fix ( #1672 )
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* Streaming --save-txt bug fix
* cleanup
2020-12-11 15:45:32 -08:00
cff9263490
f.read().strip() ( #1551 )
2020-11-29 11:59:52 +01:00
9fa7f9f598
f.read().strip()
2020-11-29 11:58:14 +01:00
12499f1c01
--image_weights bug fix ( #1524 )
2020-11-26 13:25:51 +01:00
9728e2b8ae
--image_weights bug fix ( #1524 )
2020-11-26 11:49:01 +01:00
e9a0ae6f19
Cache bug fix ( #1513 )
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* Caching bug fix #1508
* np.zeros((0,5)) x2
2020-11-25 20:33:14 +01:00
2026d4c5eb
Update caching ( #1496 )
2020-11-24 16:25:21 +01:00
bde5d9aaaa
Update caching ( #1496 )
2020-11-24 16:23:00 +01:00
0822cda781
Update caching ( #1496 )
2020-11-24 16:22:02 +01:00
89c7a5b8dc
Update caching ( #1496 )
2020-11-24 16:13:04 +01:00
44f42b1589
changed prints to logging in utils/datasets ( #1315 )
...
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2020-11-24 16:03:19 +01:00
354109c54c
Autosplit ( #1488 )
2020-11-23 18:35:25 +01:00
4798e66fdf
Autosplit ( #1488 )
2020-11-23 17:18:21 +01:00
8d2d6d2349
Update img2label_paths() ( #1414 )
2020-11-17 13:26:06 +01:00
548a98a391
Recursive directories dataset capability ( #1408 )
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* Recursive directories dataset capability
* x.split('.')[-1]
* f += glob.glob(f"{p}{os.sep}**.*", recursive=True)
* f += glob.glob(str(p / '**.*'), recursive=True)
* remove . from image and vid formats
* .txt to txt
* str(p / '**' / '*.*')
2020-11-16 16:24:57 +01:00
fe341fa44d
Utils reorganization ( #1392 )
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* Utils reorganization
* Add new utils files
* cleanup
* simplify
* reduce datasets.py
* remove evolve.sh
* loadWebcam cleanup
2020-11-14 11:50:32 +01:00
19e2482458
PyTorch version to screen and cleanup ( #1325 )
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* Create flatten_recursive() helper function
* cleanup
* print torch version
2020-11-09 12:24:11 +01:00
d3e7778151
imap bug fix
2020-11-07 02:27:31 +01:00
194f16844e
Multi-threaded image caching
2020-11-07 02:18:18 +01:00
481d46cffb
Improved corruption handling during scan and cache ( #999 )
2020-10-24 15:09:19 +02:00
d61930e017
Improved corruption handling during scan and cache ( #999 )
2020-10-24 14:50:50 +02:00
9291daa6f7
fix padding for rectangular inference ( #1165 )
...
Co-authored-by: swsong <swsong@stratosphere.mobi>
2020-10-19 12:22:22 +02:00
3b57cb5641
Simplified inference ( #1153 )
2020-10-15 20:10:08 +02:00
7220cee1d1
mosaic4 bottom left image fix ( #1021 )
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fix a bug in load_mosaic
2020-09-23 09:51:33 -07:00
f1c63e2784
add mosaic and warmup to hyperparameters ( #931 )
2020-09-13 14:03:54 -07:00
806e75f2b1
self.label_files bug fix ( #958 )
2020-09-13 11:38:23 -07:00
720645d96a
LoadImagesAndLabels() /images/ to /labels/ fix ( #928 )
2020-09-10 12:29:05 -07:00
d49c52eee3
_RepeatSampler outside of InfiniteDataLoader
2020-09-10 12:27:35 -07:00
9c0efdde9f
glob.glob(recursive=True) search ( #917 )
2020-09-06 22:52:28 -07:00
d3f9bf2bb7
Update datasets.py
2020-09-01 17:02:47 -07:00
1e15aad6f9
Add InfiniteDataLoader class ( #876 )
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* Add InfiniteDataLoader
Only initializes at first epoch. Saves time.
* Moved class to a better location
2020-08-31 11:01:25 -07:00
junji hashimoto
Glenn Jocher
ketan-b
Valentin Aliferov
Feras Oughali
Yonghye Kwon
Mai Thanh Minh
xiaowk5516
Dean Mark
tudoulei
JoshSong
Ben Milanko
zzttqu
maxupp
Yann Defretin
Iden Craven
Transigent
train255
Ayush Chaurasia
igornishka
Jacobsolawetz
Shiwei Song
haoyuefan
NanoCode012