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sahi - v0.10.5

Published by fcakyon about 2 years ago

What's Changed

bugfix

fix auto slice warning by @fcakyon in https://github.com/obss/sahi/pull/574
fix a slice_image error by @fcakyon in https://github.com/obss/sahi/pull/575

other

fix layer tests by @fcakyon in https://github.com/obss/sahi/pull/577
update ci package versions by @fcakyon in https://github.com/obss/sahi/pull/576

Full Changelog: https://github.com/obss/sahi/compare/0.10.4...0.10.5

sahi - v0.10.4

Published by fcakyon about 2 years ago

What's Changed

hotfix for occasional segmentation fault by @fcakyon in https://github.com/obss/sahi/pull/546
refactor requirement checking by @fcakyon in https://github.com/obss/sahi/pull/549
Code formatting and checks are moved to a single module. by @devrimcavusoglu in https://github.com/obss/sahi/pull/548
fix a typo in type hinting by @ymerkli in https://github.com/obss/sahi/pull/553
fix an incorrect url in comments by @aynursusuz in https://github.com/obss/sahi/pull/554
update version by @fcakyon in https://github.com/obss/sahi/pull/555
fix linting script by @devrimcavusoglu in https://github.com/obss/sahi/pull/558
fix an incorrect url in comments by @aynursusuz in https://github.com/obss/sahi/pull/559

New Contributors

@ymerkli made their first contribution in https://github.com/obss/sahi/pull/553
@aynursusuz made their first contribution in https://github.com/obss/sahi/pull/554

Full Changelog: https://github.com/obss/sahi/compare/0.10.3...0.10.4

sahi - v0.10.3

Published by fcakyon about 2 years ago

What's Changed

fix coco2fiftyone script by @fcakyon in https://github.com/obss/sahi/pull/540
fix segmentation fault in same cases by @fcakyon in https://github.com/obss/sahi/pull/541

Full Changelog: https://github.com/obss/sahi/compare/0.10.2...0.10.3

sahi - v0.10.2

Published by fcakyon about 2 years ago

What's Changed

add automatic slice size calculation by @mcvarer in https://github.com/obss/sahi/pull/512
Fix bug that Unable to print for prediction time when verbose=2 by @youngjae-avikus in https://github.com/obss/sahi/pull/521
pybboxes allow oob, strict=False fix. by @devrimcavusoglu in https://github.com/obss/sahi/pull/528
update predict verbose by @fcakyon in https://github.com/obss/sahi/pull/514
update pybboxes version by @fcakyon in https://github.com/obss/sahi/pull/531

New Contributors

@youngjae-avikus made their first contribution in https://github.com/obss/sahi/pull/521

Full Changelog: https://github.com/obss/sahi/compare/0.10.1...0.10.2

sahi - v0.10.1

Published by fcakyon over 2 years ago

What's Changed

add python 3.10 support by @fcakyon in https://github.com/obss/sahi/pull/503
add file_name to export_visuals by @mcvarer in https://github.com/obss/sahi/pull/507
refactor automodel to lazyload models by @fcakyon in https://github.com/obss/sahi/pull/509
update automodel loading method to from_pretrained by @fcakyon in https://github.com/obss/sahi/pull/510

New Contributors

@mcvarer made their first contribution in https://github.com/obss/sahi/pull/507

Full Changelog: https://github.com/obss/sahi/compare/0.10.0...0.10.1

sahi - v0.10.0

Published by fcakyon over 2 years ago

New Features

- Layer.ai integration

from sahi import AutoDetectionModel

detection_model = AutoDetectionModel.from_layer("layer/yolov5/models/yolov5s")

result = get_sliced_prediction(
    "image.jpeg",
    detection_model,
    slice_height = 512,
    slice_width = 512,
    overlap_height_ratio = 0.2,
    overlap_width_ratio = 0.2
)

- HuggingfFace Transformers object detectors

from sahi.model import HuggingfaceDetectionModel

detection_model = HuggingfaceDetectionModel(
    model_path="facebook/detr-resnet-50",
    image_size=640,
    confidence_threshold=0.5
)

result = get_sliced_prediction(
    "image.jpeg",
    detection_model,
    slice_height = 512,
    slice_width = 512,
    overlap_height_ratio = 0.2,
    overlap_width_ratio = 0.2
)

- TorchVision object detectors

import torchvision
from sahi.model import TorchVisionDetectionModel

model = torchvision.models.detection.fasterrcnn_resnet50_fpn(pretrained=True)

detection_model = TorchVisionDetectionModel(
    model=model,
    image_size=640,
    confidence_threshold=0.5
)

result = get_sliced_prediction(
    "image.jpeg",
    detection_model,
    slice_height = 512,
    slice_width = 512,
    overlap_height_ratio = 0.2,
    overlap_width_ratio = 0.2
)

- Support for exporting predictions in COCO format

from sahi.utils.coco import Coco, CocoImage, CocoAnnotation, CocoPrediction
from sahi.utils.file import save_json
from pycocotools.cocoeval import COCOeval
from pycocotools.coco import COCO

coco_obj = Coco()

# add n images to coco_obj
for _ in range(n):
    image = CocoImage(**kwargs)
    
    # add n annotations to the image
    for _ in ange(n):
        image.add_annotation(CocoAnnotation(**kwargs))
    
    # add n predictions to the image
    for _ in range(n)
        image.add_prediction(CocoPrediction(**kwargs))
    
    # add image to coco object
    coco_obj.add_image(image)

# export ground truth annotations
coco_gt = coco_obj.json
save_json(coco_gt , "ground_truth.json")

# export predictions 
coco_predictions = coco_obj.prediction_array
save_json(coco_predictions, "predictions.json")

coco_ground_truth = COCO(annotation_file="coco_dataset.json")
coco_predictions = coco_ground_truth.loadRes("coco_predictions.json")
coco_evaluator = COCOeval(coco_ground_truth, coco_predictions, "bbox")
coco_evaluator.evaluate()
coco_evaluator.accumulate()
coco_evaluator.summarize()

What's Changed

refactor torch utils by @fcakyon in https://github.com/obss/sahi/pull/468
add automodel structure for unified model loading by @fcakyon in https://github.com/obss/sahi/pull/469
add support to instantiate a DetectionModel from layer by @mecevit in https://github.com/obss/sahi/pull/462
refactor automodel by @fcakyon in https://github.com/obss/sahi/pull/470
update layer versions in workflows by @fcakyon in https://github.com/obss/sahi/pull/471
update version to 0.10.0 by @fcakyon in https://github.com/obss/sahi/pull/474
Added support for exporting predictions in COCO format by @PushpakBhoge in https://github.com/obss/sahi/pull/465
update contributors in readme by @fcakyon in https://github.com/obss/sahi/pull/477
update device priority for Detectron2DetectionModel by @fcakyon in https://github.com/obss/sahi/pull/479
fix pickle export for video by @fcakyon in https://github.com/obss/sahi/pull/481
update continuous integration by @fcakyon in https://github.com/obss/sahi/pull/483
refactor import and torch utils by @fcakyon in https://github.com/obss/sahi/pull/484
make detectionmodel classes more explicit in automodel by @fcakyon in https://github.com/obss/sahi/pull/485
utilize check_requirements in several modules by @fcakyon in https://github.com/obss/sahi/pull/487
update package versions in workflows by @fcakyon in https://github.com/obss/sahi/pull/488
add support for huggingface transformers object detectors by @devrimcavusoglu in https://github.com/obss/sahi/pull/475
add torchvision detector support by @fcakyon in https://github.com/obss/sahi/pull/486
remove legacy image_size parameter by @kadirnar in https://github.com/obss/sahi/pull/494
AutoDetectionModel can be imported from sahi by @fcakyon in https://github.com/obss/sahi/pull/498
add python3.6 support by @fcakyon in https://github.com/obss/sahi/pull/489
refactor exception handling by @kadirnar in https://github.com/obss/sahi/pull/499
improve requirements and import handling by @fcakyon in https://github.com/obss/sahi/pull/502

New Contributors

@mecevit made their first contribution in https://github.com/obss/sahi/pull/462
@PushpakBhoge made their first contribution in https://github.com/obss/sahi/pull/465

Full Changelog: https://github.com/obss/sahi/compare/0.9.4...0.10.0

sahi - v0.9.4

Published by fcakyon over 2 years ago

What's Changed

reduce ram usage by adding buffer based merging by @weypro in https://github.com/obss/sahi/pull/445
improve json loading by @qingfengtommy in https://github.com/obss/sahi/pull/453

New Contributors

@weypro made their first contribution in https://github.com/obss/sahi/pull/445
@qingfengtommy made their first contribution in https://github.com/obss/sahi/pull/453

Full Changelog: https://github.com/obss/sahi/compare/0.9.3...0.9.4

sahi - v0.9.3

Published by fcakyon over 2 years ago

What's Changed

add support for video prediction by @madenburak in https://github.com/obss/sahi/pull/442

sahi-video-inf

export prediction visuals by default @fcakyon in ##
add detection_model input to predict function by @ssahinnkadir in https://github.com/obss/sahi/pull/443
refactor postprocess call by @fcakyon in https://github.com/obss/sahi/pull/458
update yolov5, mmdet, norfair versions in ci by @fcakyon in https://github.com/obss/sahi/pull/459

New Contributors

@madenburak made their first contribution in https://github.com/obss/sahi/pull/442

Full Changelog: https://github.com/obss/sahi/compare/0.9.2...0.9.3

sahi - v0.9.2

Published by fcakyon over 2 years ago

What's Changed

fix fiftyone utils by @fcakyon in https://github.com/obss/sahi/pull/423
update paper doi badge by @fcakyon in https://github.com/obss/sahi/pull/424
update env setup in readme by @kadirnar in https://github.com/obss/sahi/pull/408
update contributing section in readme by @fcakyon in https://github.com/obss/sahi/pull/434
update cli docs by @fcakyon in https://github.com/obss/sahi/pull/437
update package versions in ci by @fcakyon in https://github.com/obss/sahi/pull/439
update version by @fcakyon in https://github.com/obss/sahi/pull/440

Full Changelog: https://github.com/obss/sahi/compare/0.9.1...0.9.2

sahi - v0.9.1

Published by fcakyon over 2 years ago

What's Changed

add the list of competitions sahi made us win by @fcakyon in https://github.com/obss/sahi/pull/385
add citation to paper by @fcakyon in https://github.com/obss/sahi/pull/387
add arxiv url for the SAHI paper by @fcakyon in https://github.com/obss/sahi/pull/388
handle invalid mask prediction by @fcakyon in https://github.com/obss/sahi/pull/390
improve code quality by @fcakyon in https://github.com/obss/sahi/pull/398
improve nms postprocess by @tureckova in https://github.com/obss/sahi/pull/405

Full Changelog: https://github.com/obss/sahi/compare/0.9.0...0.9.1

sahi - v0.9.0

Published by fcakyon over 2 years ago

detectron2

What's Changed

add detectron2 support by @kadirnar in https://github.com/obss/sahi/pull/322
update detectron notebook by @fcakyon in https://github.com/obss/sahi/pull/355
refactor readme by @fcakyon in https://github.com/obss/sahi/pull/316
refactor slice_coco script and cli by @fcakyon in https://github.com/obss/sahi/pull/359
update analysis gif in readme by @fcakyon in https://github.com/obss/sahi/pull/362
update slice_coco export naming by @fcakyon in https://github.com/obss/sahi/pull/361
fix broken links in readme by @fcakyon in https://github.com/obss/sahi/pull/365
add kaggle notebook into readme by @rkinas in https://github.com/obss/sahi/pull/366
handle when class name contains invalid char by @fcakyon in https://github.com/obss/sahi/pull/369
handle out of image bbox predictions by @fcakyon in https://github.com/obss/sahi/pull/373
handle annotation dict without segmentation by @tureckova in https://github.com/obss/sahi/pull/374
fix unused coco util by @fcakyon @oulcan in https://github.com/obss/sahi/pull/375
fix coco util tests by @fcakyon in https://github.com/obss/sahi/pull/376
update torch, torchvision, mmdet, mmcv in tests by @fcakyon in https://github.com/obss/sahi/pull/379
handle nms-postprocess in edge cases by @fcakyon in https://github.com/obss/sahi/pull/370