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- LibreEfficientDetd1.pt +3 -0
- NOTICE +41 -0
- README.md +79 -0
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LibreEfficientDetd1.pt
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version https://git-lfs.github.com/spec/v1
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oid sha256:5e6b5d5e4ae96771424ded21a33cca5e3666bd97db6c39ec3f072756ad1f8183
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size 27108633
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NOTICE
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| 1 |
+
LibreEfficientDet third-party attribution
|
| 2 |
+
=========================================
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| 3 |
+
|
| 4 |
+
The EfficientDet D0-D4 architecture, TensorFlow-compatible EfficientNet
|
| 5 |
+
backbones, BiFPN topology, prediction heads, anchor generation, checkpoint
|
| 6 |
+
configuration, and evaluation transform are derived from:
|
| 7 |
+
|
| 8 |
+
Repository: https://github.com/rwightman/efficientdet-pytorch
|
| 9 |
+
Commit: c6dff775a36cea0bf9b76c58e59f936411c5ce01
|
| 10 |
+
Release: effdet 0.4.1
|
| 11 |
+
License: Apache License 2.0
|
| 12 |
+
Copyright: Copyright 2020 Ross Wightman
|
| 13 |
+
|
| 14 |
+
The native EfficientNet block structure and timm-compatible parameter names
|
| 15 |
+
also follow:
|
| 16 |
+
|
| 17 |
+
Repository: https://github.com/huggingface/pytorch-image-models
|
| 18 |
+
Version: v1.0.28
|
| 19 |
+
Commit: 8ef73809f622e0031bd7f4940265734aef8b9978
|
| 20 |
+
License: Apache License 2.0
|
| 21 |
+
Copyright: Ross Wightman and the timm contributors
|
| 22 |
+
|
| 23 |
+
The original EfficientDet TensorFlow implementation is from Google Research:
|
| 24 |
+
|
| 25 |
+
Repository: https://github.com/google/automl/tree/master/efficientdet
|
| 26 |
+
BiFPN source commit: 56815c9986ffd4b508fe1d68508e268d129715c1
|
| 27 |
+
Anchor source commit: 6f6694cec1a48cdb33d5d1551a2d5db8ad227798
|
| 28 |
+
License: Apache License 2.0
|
| 29 |
+
Copyright: Copyright 2020 Google Research
|
| 30 |
+
|
| 31 |
+
Official D0-D4 COCO checkpoints are unmodified learned tensors from the
|
| 32 |
+
``rwightman/efficientdet-pytorch`` v0.1 GitHub release. That Apache-2.0
|
| 33 |
+
project supplies no checkpoint-specific license, so the redistribution basis
|
| 34 |
+
is Apache-2.0 implied by the releasing project rather than a separate explicit
|
| 35 |
+
weight grant. Converted files add LibreYOLO metadata only.
|
| 36 |
+
|
| 37 |
+
No source from the LGPL-licensed
|
| 38 |
+
``zylo117/Yet-Another-EfficientDet-Pytorch`` project was consulted or used.
|
| 39 |
+
|
| 40 |
+
The Apache License 2.0 text is distributed at
|
| 41 |
+
``licenses/Apache-2.0.txt``.
|
README.md
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|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
library_name: libreyolo
|
| 4 |
+
pipeline_tag: object-detection
|
| 5 |
+
tags:
|
| 6 |
+
- object-detection
|
| 7 |
+
- efficientdet
|
| 8 |
+
- pytorch
|
| 9 |
+
datasets:
|
| 10 |
+
- detection-datasets/coco
|
| 11 |
+
---
|
| 12 |
+
|
| 13 |
+
# LibreEfficientDetd1
|
| 14 |
+
|
| 15 |
+
EfficientDet-D1 with an EfficientNet-B1 backbone, a weighted BiFPN, 6.63M
|
| 16 |
+
parameters, and a fixed 640x640 input, repackaged for
|
| 17 |
+
[LibreYOLO](https://github.com/LibreYOLO/libreyolo).
|
| 18 |
+
|
| 19 |
+
```python
|
| 20 |
+
from libreyolo import LibreYOLO
|
| 21 |
+
|
| 22 |
+
model = LibreYOLO("LibreEfficientDetd1.pt")
|
| 23 |
+
results = model.predict("image.jpg")
|
| 24 |
+
```
|
| 25 |
+
|
| 26 |
+
LibreYOLO ships this family for detection inference and validation. Training is
|
| 27 |
+
not implemented. ONNX, TorchScript, OpenVINO, and TensorRT exports have
|
| 28 |
+
trained-checkpoint prediction-parity coverage on the D0 family representative.
|
| 29 |
+
|
| 30 |
+
## Source
|
| 31 |
+
|
| 32 |
+
Converted from the official
|
| 33 |
+
[`tf_efficientdet_d1_40-a30f94af.pth`](https://github.com/rwightman/efficientdet-pytorch/releases/download/v0.1/tf_efficientdet_d1_40-a30f94af.pth)
|
| 34 |
+
release asset from
|
| 35 |
+
[`rwightman/efficientdet-pytorch`](https://github.com/rwightman/efficientdet-pytorch)
|
| 36 |
+
0.4.1 at commit `c6dff775a36cea0bf9b76c58e59f936411c5ce01`.
|
| 37 |
+
Copyright 2020 Ross Wightman. Licensed under the Apache License 2.0.
|
| 38 |
+
|
| 39 |
+
The native EfficientNet block implementation also follows
|
| 40 |
+
[`huggingface/pytorch-image-models`](https://github.com/huggingface/pytorch-image-models)
|
| 41 |
+
v1.0.28 at commit `8ef73809f622e0031bd7f4940265734aef8b9978`
|
| 42 |
+
(Apache-2.0). The original EfficientDet design is from Google Research's
|
| 43 |
+
Apache-2.0 [`google/automl`](https://github.com/google/automl/tree/master/efficientdet)
|
| 44 |
+
implementation.
|
| 45 |
+
|
| 46 |
+
Source checkpoint SHA-256:
|
| 47 |
+
`a30f94afc3326a6ef7a61c1657baefe3ea7168139006fbf0fe41807260b885b8`.
|
| 48 |
+
|
| 49 |
+
## Modifications
|
| 50 |
+
|
| 51 |
+
Checkpoint metadata wrap only. Learned parameter names, dtypes, and tensor
|
| 52 |
+
values are unchanged. See `weights/convert_efficientdet_weights.py` in the
|
| 53 |
+
[LibreYOLO source repository](https://github.com/LibreYOLO/libreyolo).
|
| 54 |
+
|
| 55 |
+
Strict loading succeeds with no missing or unexpected keys. Against `effdet`
|
| 56 |
+
0.4.1, identical fixed inputs produce bit-exact FP32 class and box feature
|
| 57 |
+
tensors, anchors, and all 5,000 decoded candidate rows (`max_abs_diff == 0.0`).
|
| 58 |
+
LibreYOLO maps the sparse 90-slot COCO head to a contiguous COCO-80 interface.
|
| 59 |
+
|
| 60 |
+
## Benchmarks
|
| 61 |
+
|
| 62 |
+
The pinned upstream model zoo reports **40.1 COCO val2017 box AP** for this
|
| 63 |
+
checkpoint. Independent accuracy and speed results will appear at
|
| 64 |
+
[visionanalysis.org/model/efficientdet-d1](https://www.visionanalysis.org/model/efficientdet-d1)
|
| 65 |
+
after EfficientDet is added to the Vision Analysis model catalog.
|
| 66 |
+
|
| 67 |
+
## Limitations
|
| 68 |
+
|
| 69 |
+
- Detection uses the fixed 640x640 evaluation canvas and COCO-80 classes.
|
| 70 |
+
- The focal-loss and anchor-matching training recipe is not included.
|
| 71 |
+
- TensorRT uses 3,840 pre-NMS candidates because TensorRT 10.x limits `TopK`;
|
| 72 |
+
native, ONNX, TorchScript, and OpenVINO retain the upstream 5,000 candidates.
|
| 73 |
+
|
| 74 |
+
## License
|
| 75 |
+
|
| 76 |
+
Apache License 2.0. See the [`LICENSE`](./LICENSE) and [`NOTICE`](./NOTICE)
|
| 77 |
+
files in this repository. The upstream release does not attach a separate
|
| 78 |
+
checkpoint-specific license object; this mirror relies on Apache-2.0 as implied
|
| 79 |
+
by the releasing project, not a publisher-confirmed asset-specific grant.
|