From 6ceed7581ea9ff8c41fa385024afab26be9f890b Mon Sep 17 00:00:00 2001 From: Feng Ni Date: Mon, 13 Feb 2023 19:03:13 +0800 Subject: [PATCH] [cherry-pick] update ppyoloe tiny relu model (#7748) --- configs/pphuman/README.md | 9 ++- ..._plus_crn_t_p2_auxhead_320_60e_pphuman.yml | 78 ------------------ configs/ppvehicle/README.md | 4 +- ...lus_crn_t_p2_auxhead_320_60e_ppvehicle.yml | 79 ------------------ configs/ppyoloe/README_cn.md | 4 +- .../ppyoloe_crn_t_p2_320_300e_coco.yml | 81 ------------------- .../ppyoloe_plus_crn_t_auxhead_300e_coco.yml | 26 +----- ...oloe_plus_crn_t_auxhead_relu_300e_coco.yml | 26 ++++++ ...oe_plus_crn_t_p2_auxhead_320_300e_coco.yml | 60 -------------- 9 files changed, 35 insertions(+), 332 deletions(-) delete mode 100644 configs/pphuman/ppyoloe_plus_crn_t_p2_auxhead_320_60e_pphuman.yml delete mode 100644 configs/ppvehicle/ppyoloe_plus_crn_t_p2_auxhead_320_60e_ppvehicle.yml delete mode 100644 configs/ppyoloe/ppyoloe_crn_t_p2_320_300e_coco.yml create mode 100644 configs/ppyoloe/ppyoloe_plus_crn_t_auxhead_relu_300e_coco.yml delete mode 100644 configs/ppyoloe/ppyoloe_plus_crn_t_p2_auxhead_320_300e_coco.yml diff --git a/configs/pphuman/README.md b/configs/pphuman/README.md index e267bbd73..e7bf9538c 100644 --- a/configs/pphuman/README.md +++ b/configs/pphuman/README.md @@ -5,14 +5,15 @@ PaddleDetection团队提供了针对行人的基于PP-YOLOE的检测模型，用户可以下载模型进行使用。PP-Human中使用模型为业务数据集模型，我们同时提供CrowdHuman训练配置，可以使用开源数据进行训练。 其中整理后的COCO格式的CrowdHuman数据集[下载链接](https://bj.bcebos.com/v1/paddledet/data/crowdhuman.zip)，检测类别仅一类 `pedestrian(1)`，原始数据集[下载链接](http://www.crowdhuman.org/download.html)。 +相关模型的部署模型均在[PP-Human](../../deploy/pipeline/)项目中使用。 + | 模型 | 数据集 | mAPval
0.5:0.95 | mAPval
0.5 | 下载 | 配置文件 | |:---------|:-------:|:------:|:------:| :----: | :------:| |PP-YOLOE-s| CrowdHuman | 42.5 | 77.9 | [下载链接](https://paddledet.bj.bcebos.com/models/ppyoloe_crn_s_36e_crowdhuman.pdparams) | [配置文件](./ppyoloe_crn_s_36e_crowdhuman.yml) | |PP-YOLOE-l| CrowdHuman | 48.0 | 81.9 | [下载链接](https://paddledet.bj.bcebos.com/models/ppyoloe_crn_l_36e_crowdhuman.pdparams) | [配置文件](./ppyoloe_crn_l_36e_crowdhuman.yml) | -|PP-YOLOE-s| 业务数据集 | 53.2 | - | [下载链接](https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_s_36e_pipeline.zip) | [配置文件](./ppyoloe_crn_s_36e_pphuman.yml) | -|PP-YOLOE-l| 业务数据集 | 57.8 | - | [下载链接](https://bj.bcebos.com/v1/paddledet/models/pipeline/mot_ppyoloe_l_36e_pipeline.zip) | [配置文件](./ppyoloe_crn_l_36e_pphuman.yml) | -|PP-YOLOE+_t-P2-aux(320)| 业务数据集 | 49.8 | 85.0 | [下载链接](https://bj.bcebos.com/v1/paddledet/models/pipeline/pphuman/ppyoloe_plus_crn_t_p2_auxhead_320_60e_pphuman.zip) | [配置文件](./ppyoloe_plus_crn_t_p2_auxhead_320_60e_pphuman.yml) | -|PP-YOLOE+_t-aux(320)| 业务数据集 | 45.7 | 81.2 | [下载链接](https://bj.bcebos.com/v1/paddledet/models/pipeline/pphuman/ppyoloe_plus_crn_t_auxhead_320_60e_pphuman.zip) | [配置文件](./ppyoloe_plus_crn_t_auxhead_320_60e_pphuman.yml) | +|PP-YOLOE-s| 业务数据集 | 53.2 | - | [下载链接](https://paddledet.bj.bcebos.com/models/ppyoloe_crn_s_36e_pphuman.pdparams) | [配置文件](./ppyoloe_crn_s_36e_pphuman.yml) | +|PP-YOLOE-l| 业务数据集 | 57.8 | - | [下载链接](https://paddledet.bj.bcebos.com/models/ppyoloe_crn_l_36e_pphuman.pdparams) | [配置文件](./ppyoloe_crn_l_36e_pphuman.yml) | +|PP-YOLOE+_t-aux(320)| 业务数据集 | 45.7 | 81.2 | [下载链接](https://paddledet.bj.bcebos.com/models/pyoloe_plus_crn_t_auxhead_320_60e_pphuman.pdparams) | [配置文件](./ppyoloe_plus_crn_t_auxhead_320_60e_pphuman.yml) | **注意:** diff --git a/configs/pphuman/ppyoloe_plus_crn_t_p2_auxhead_320_60e_pphuman.yml b/configs/pphuman/ppyoloe_plus_crn_t_p2_auxhead_320_60e_pphuman.yml deleted file mode 100644 index fd0605cfe..000000000 --- a/configs/pphuman/ppyoloe_plus_crn_t_p2_auxhead_320_60e_pphuman.yml +++ /dev/null @@ -1,78 +0,0 @@ -_BASE_: [ - '../datasets/coco_detection.yml', - '../runtime.yml', - '../ppyoloe/_base_/optimizer_300e.yml', - '../ppyoloe/_base_/ppyoloe_plus_crn_tiny_auxhead.yml', - '../ppyoloe/_base_/ppyoloe_plus_reader_320.yml', -] - -log_iter: 100 -snapshot_epoch: 4 -weights: output/ppyoloe_plus_crn_t_p2_auxhead_320_60e_pphuman/model_final - -pretrain_weights: https://paddledet.bj.bcebos.com/models/ppyoloe_plus_crn_t_p2_auxhead_320_300e_coco.pdparams # 320*320 COCO mAP 36.3 -depth_mult: 0.33 -width_mult: 0.375 - - -num_classes: 1 -TrainDataset: - !COCODataSet - image_dir: "" - anno_path: annotations/train.json - dataset_dir: dataset/pphuman - data_fields: ['image', 'gt_bbox', 'gt_class', 'is_crowd'] - -EvalDataset: - !COCODataSet - image_dir: "" - anno_path: annotations/val.json - dataset_dir: dataset/pphuman - -TestDataset: - !ImageFolder - anno_path: annotations/val.json - dataset_dir: dataset/pphuman - - -TrainReader: - batch_size: 8 - - -epoch: 60 -LearningRate: - base_lr: 0.001 - schedulers: - - !CosineDecay - max_epochs: 72 - - !LinearWarmup - start_factor: 0. - epochs: 1 - - -architecture: PPYOLOEWithAuxHead -PPYOLOEWithAuxHead: - backbone: CSPResNet - neck: CustomCSPPAN - yolo_head: PPYOLOEHead - aux_head: SimpleConvHead - post_process: ~ - -CSPResNet: - return_idx: [0, 1, 2, 3] # index 0 stands for P2 - -CustomCSPPAN: - out_channels: [384, 384, 384, 384] - -SimpleConvHead: - fpn_strides: [32, 16, 8, 4] - -PPYOLOEHead: - fpn_strides: [32, 16, 8, 4] - static_assigner_epoch: -1 - nms: - name: MultiClassNMS - nms_top_k: 1000 - keep_top_k: 300 - score_threshold: 0.01 - nms_threshold: 0.7 diff --git a/configs/ppvehicle/README.md b/configs/ppvehicle/README.md index 0c09ce7bb..71a21e15e 100644 --- a/configs/ppvehicle/README.md +++ b/configs/ppvehicle/README.md @@ -9,6 +9,7 @@ PaddleDetection团队提供了针对自动驾驶场景的基于PP-YOLOE的检测 - PPVehicle9cls数据集整合了BDD100K-MOT和UA-DETRAC，具体类别为9类，包括`pedestrian(1), rider(2), car(3), truck(4), bus(5), van(6), motorcycle(7), bicycle(8), others(9)`。 - PPVehicle数据集整合了BDD100K-MOT和UA-DETRAC，是将BDD100K-MOT中的`car, truck, bus, van`和UA-DETRAC中的`car, bus, van`都合并为1类`vehicle(1)`后的数据集。 +相关模型的部署模型均在[PP-Vehicle](../../deploy/pipeline/)项目中使用。 | 模型 | 数据集 | 类别数 | mAPval
0.5:0.95 | 下载链接 | 配置文件 | |:---------|:---------------:|:------:|:-----------------------:|:---------:| :-----: | @@ -19,8 +20,7 @@ PaddleDetection团队提供了针对自动驾驶场景的基于PP-YOLOE的检测 |PP-YOLOE-s| PPVehicle9cls | 9 | 35.3 | [下载链接](https://paddledet.bj.bcebos.com/models/mot_ppyoloe_s_36e_ppvehicle9cls.pdparams) | [配置文件](./mot_ppyoloe_s_36e_ppvehicle9cls.yml) | |PP-YOLOE-l| PPVehicle | 1 | 63.9 | [下载链接](https://paddledet.bj.bcebos.com/models/mot_ppyoloe_l_36e_ppvehicle.pdparams) | [配置文件](./mot_ppyoloe_l_36e_ppvehicle.yml) | |PP-YOLOE-s| PPVehicle | 1 | 61.3 | [下载链接](https://paddledet.bj.bcebos.com/models/mot_ppyoloe_s_36e_ppvehicle.pdparams) | [配置文件](./mot_ppyoloe_s_36e_ppvehicle.yml) | -|PP-YOLOE+_t-P2-aux(320)| PPVehicle | 1 | 58.2 | [下载链接](https://bj.bcebos.com/v1/paddledet/models/pipeline/ppvehicle/ppyoloe_plus_crn_t_p2_auxhead_320_60e_ppvehicle.zip) | [配置文件](./ppyoloe_plus_crn_t_p2_auxhead_320_60e_ppvehicle.yml) | -|PP-YOLOE+_t-aux(320)| PPVehicle | 1 | 53.5 | [下载链接](https://bj.bcebos.com/v1/paddledet/models/pipeline/ppvehicle/ppyoloe_plus_crn_t_auxhead_320_60e_ppvehicle.zip) | [配置文件](./ppyoloe_plus_crn_t_auxhead_320_60e_ppvehicle.yml) | +|PP-YOLOE+_t-aux(320)| PPVehicle | 1 | 53.5 | [下载链接](https://paddledet.bj.bcebos.com/models/pipeline/ppyoloe_plus_crn_t_auxhead_320_60e_ppvehicle.pdparams) | [配置文件](./ppyoloe_plus_crn_t_auxhead_320_60e_ppvehicle.yml) | **注意:** diff --git a/configs/ppvehicle/ppyoloe_plus_crn_t_p2_auxhead_320_60e_ppvehicle.yml b/configs/ppvehicle/ppyoloe_plus_crn_t_p2_auxhead_320_60e_ppvehicle.yml deleted file mode 100644 index 7fbf9bcdd..000000000 --- a/configs/ppvehicle/ppyoloe_plus_crn_t_p2_auxhead_320_60e_ppvehicle.yml +++ /dev/null @@ -1,79 +0,0 @@ -_BASE_: [ - '../datasets/coco_detection.yml', - '../runtime.yml', - '../ppyoloe/_base_/optimizer_300e.yml', - '../ppyoloe/_base_/ppyoloe_plus_crn_tiny_auxhead.yml', - '../ppyoloe/_base_/ppyoloe_plus_reader_320.yml', -] - -log_iter: 100 -snapshot_epoch: 4 -weights: output/ppyoloe_plus_crn_t_p2_auxhead_320_60e_ppvehicle/model_final - -pretrain_weights: https://paddledet.bj.bcebos.com/models/ppyoloe_plus_crn_t_p2_auxhead_320_300e_coco.pdparams # 320*320 COCO mAP 36.3 -depth_mult: 0.33 -width_mult: 0.375 - - -num_classes: 1 -TrainDataset: - !COCODataSet - image_dir: "" - anno_path: annotations/train_all.json - dataset_dir: dataset/ppvehicle - data_fields: ['image', 'gt_bbox', 'gt_class', 'is_crowd'] - allow_empty: true - -EvalDataset: - !COCODataSet - image_dir: "" - anno_path: annotations/val_all.json - dataset_dir: dataset/ppvehicle - -TestDataset: - !ImageFolder - anno_path: annotations/val_all.json - dataset_dir: dataset/ppvehicle - - -TrainReader: - batch_size: 8 - - -epoch: 60 -LearningRate: - base_lr: 0.001 - schedulers: - - !CosineDecay - max_epochs: 72 - - !LinearWarmup - start_factor: 0. - epochs: 1 - - -architecture: PPYOLOEWithAuxHead -PPYOLOEWithAuxHead: - backbone: CSPResNet - neck: CustomCSPPAN - yolo_head: PPYOLOEHead - aux_head: SimpleConvHead - post_process: ~ - -CSPResNet: - return_idx: [0, 1, 2, 3] # index 0 stands for P2 - -CustomCSPPAN: - out_channels: [384, 384, 384, 384] - -SimpleConvHead: - fpn_strides: [32, 16, 8, 4] - -PPYOLOEHead: - fpn_strides: [32, 16, 8, 4] - static_assigner_epoch: -1 - nms: - name: MultiClassNMS - nms_top_k: 1000 - keep_top_k: 300 - score_threshold: 0.01 - nms_threshold: 0.7 diff --git a/configs/ppyoloe/README_cn.md b/configs/ppyoloe/README_cn.md index 43abf3851..87caab958 100644 --- a/configs/ppyoloe/README_cn.md +++ b/configs/ppyoloe/README_cn.md @@ -48,9 +48,7 @@ PP-YOLOE由以下方法组成 | 模型 | Epoch | GPU个数 | 每GPU图片个数 | 骨干网络 | 输入尺寸 | Box APval
0.5:0.95 | Box APtest
0.5:0.95 | Params(M) | FLOPs(G) | V100 FP32(FPS) | V100 TensorRT FP16(FPS) | 模型下载 | 配置文件 | |:---------------:|:-----:|:---------:|:--------:|:----------:|:----------:|:--------------------------:|:---------------------------:|:---------:|:--------:|:---------------:| :---------------------: |:------------------------------------------------------------------------------------:|:-------------------------------------------:| | PP-YOLOE+_t-aux(640) | 300 | 8 | 8 | cspresnet-t | 640 | 39.7 | 56.4 | 4.85 | 19.15 | - | 344.8 | [model](https://paddledet.bj.bcebos.com/models/ppyoloe_plus_crn_t_auxhead_300e_coco.pdparams) | [config](./ppyoloe_plus_crn_t_auxhead_300e_coco.yml) | -| PP-YOLOE-t-P2(320) | 300 | 8 | 8 | cspresnet-t | 320 | 34.7 | 50.0 | 6.82 | 4.78 | - | - | [model](https://paddledet.bj.bcebos.com/models/ppyoloe_crn_t_p2_320_300e_coco.pdparams) | [config](./ppyoloe_crn_t_p2_320_300e_coco.yml) | -| PP-YOLOE+_t-P2-aux(320) | 300 | 8 | 8 | cspresnet-t | 320 | 36.3 | 51.7 | 6.00 | 15.46 | - | - | [model](https://paddledet.bj.bcebos.com/models/ppyoloe_plus_crn_t_p2_auxhead_320_300e_coco.pdparams) | [config](./ppyoloe_plus_crn_t_p2_auxhead_320_300e_coco.yml) | - +| PP-YOLOE+_t-aux(640)-relu | 300 | 8 | 8 | cspresnet-t | 640 | 36.5 | 53.1 | 3.60 | 12.17 | - | 476.2 | [model](https://paddledet.bj.bcebos.com/models/ppyoloe_plus_crn_t_auxhead_relu_300e_coco.pdparams) | [config](./ppyoloe_plus_crn_t_auxhead_relu_300e_coco.yml) | ### 综合指标 | 模型 | Epoch | AP0.5:0.95 | AP0.5 | AP0.75 | APsmall | APmedium | APlarge | ARsmall | ARmedium | ARlarge | diff --git a/configs/ppyoloe/ppyoloe_crn_t_p2_320_300e_coco.yml b/configs/ppyoloe/ppyoloe_crn_t_p2_320_300e_coco.yml deleted file mode 100644 index 37db828e0..000000000 --- a/configs/ppyoloe/ppyoloe_crn_t_p2_320_300e_coco.yml +++ /dev/null @@ -1,81 +0,0 @@ -_BASE_: [ - '../datasets/coco_detection.yml', - '../runtime.yml', - './_base_/optimizer_300e.yml', - './_base_/ppyoloe_crn.yml', - './_base_/ppyoloe_plus_reader_320.yml', -] - -log_iter: 100 -snapshot_epoch: 10 -weights: output/ppyoloe_crn_t_p2_320_300e_coco/model_final - -pretrain_weights: https://paddledet.bj.bcebos.com/models/pretrained/CSPResNetb_t_pretrained.pdparams -depth_mult: 0.33 -width_mult: 0.375 - - -CSPResNet: - return_idx: [0, 1, 2, 3] - -CustomCSPPAN: - out_channels: [768, 384, 192, 96] - -PPYOLOEHead: - fpn_strides: [32, 16, 8, 4] - attn_conv: 'repvgg' # - assigner: - name: TaskAlignedAssigner - topk: 13 - alpha: 1.0 - beta: 6.0 - is_close_gt: True # - nms: - name: MultiClassNMS - nms_top_k: 1000 - keep_top_k: 300 - score_threshold: 0.01 - nms_threshold: 0.7 - - -worker_num: 4 -eval_height: &eval_height 320 -eval_width: &eval_width 320 -eval_size: &eval_size [*eval_height, *eval_width] - -TrainReader: - sample_transforms: - - Decode: {} - - RandomDistort: {} - - RandomExpand: {fill_value: [123.675, 116.28, 103.53]} - - RandomCrop: {} - - RandomFlip: {} - batch_transforms: - - BatchRandomResize: {target_size: [224, 256, 288, 320, 352, 384, 416, 448, 480, 512, 544], random_size: True, random_interp: True, keep_ratio: False} - - NormalizeImage: {mean: [0.485, 0.456, 0.406], std: [0.229, 0.224, 0.225], is_scale: True} - - Permute: {} - - PadGT: {} - batch_size: 8 - shuffle: true - drop_last: true - use_shared_memory: true - collate_batch: true - -EvalReader: - sample_transforms: - - Decode: {} - - Resize: {target_size: *eval_size, keep_ratio: False, interp: 2} - - NormalizeImage: {mean: [0.485, 0.456, 0.406], std: [0.229, 0.224, 0.225], is_scale: True} - - Permute: {} - batch_size: 2 - -TestReader: - inputs_def: - image_shape: [3, *eval_height, *eval_width] - sample_transforms: - - Decode: {} - - Resize: {target_size: *eval_size, keep_ratio: False, interp: 2} - - NormalizeImage: {mean: [0.485, 0.456, 0.406], std: [0.229, 0.224, 0.225], is_scale: True} - - Permute: {} - batch_size: 1 - fuse_normalize: True diff --git a/configs/ppyoloe/ppyoloe_plus_crn_t_auxhead_300e_coco.yml b/configs/ppyoloe/ppyoloe_plus_crn_t_auxhead_300e_coco.yml index e7477787d..5884cc0f7 100644 --- a/configs/ppyoloe/ppyoloe_plus_crn_t_auxhead_300e_coco.yml +++ b/configs/ppyoloe/ppyoloe_plus_crn_t_auxhead_300e_coco.yml @@ -3,7 +3,7 @@ _BASE_: [ '../runtime.yml', './_base_/optimizer_300e.yml', './_base_/ppyoloe_plus_crn_tiny_auxhead.yml', - './_base_/ppyoloe_plus_reader.yml', # 640*640 + './_base_/ppyoloe_plus_reader.yml', ] log_iter: 100 @@ -13,27 +13,3 @@ weights: output/ppyoloe_plus_crn_t_auxhead_300e_coco/model_final pretrain_weights: https://paddledet.bj.bcebos.com/models/pretrained/CSPResNetb_t_pretrained.pdparams depth_mult: 0.33 width_mult: 0.375 - - -worker_num: 4 -eval_height: &eval_height 640 -eval_width: &eval_width 640 -eval_size: &eval_size [*eval_height, *eval_width] - -EvalReader: - sample_transforms: - - Decode: {} - - Resize: {target_size: *eval_size, keep_ratio: False, interp: 2} - - NormalizeImage: {mean: [0., 0., 0.], std: [1., 1., 1.], norm_type: none} - - Permute: {} - batch_size: 2 - -TestReader: - inputs_def: - image_shape: [3, *eval_height, *eval_width] - sample_transforms: - - Decode: {} - - Resize: {target_size: *eval_size, keep_ratio: False, interp: 2} - - NormalizeImage: {mean: [0., 0., 0.], std: [1., 1., 1.], norm_type: none} - - Permute: {} - batch_size: 1 diff --git a/configs/ppyoloe/ppyoloe_plus_crn_t_auxhead_relu_300e_coco.yml b/configs/ppyoloe/ppyoloe_plus_crn_t_auxhead_relu_300e_coco.yml new file mode 100644 index 000000000..6822f1886 --- /dev/null +++ b/configs/ppyoloe/ppyoloe_plus_crn_t_auxhead_relu_300e_coco.yml @@ -0,0 +1,26 @@ +_BASE_: [ + '../datasets/coco_detection.yml', + '../runtime.yml', + './_base_/optimizer_300e.yml', + './_base_/ppyoloe_plus_crn_tiny_auxhead.yml', + './_base_/ppyoloe_plus_reader.yml', +] + +log_iter: 100 +snapshot_epoch: 10 +weights: output/ppyoloe_plus_crn_t_auxhead_relu_300e_coco/model_final + +pretrain_weights: https://paddledet.bj.bcebos.com/models/pretrained/CSPResNetb_t_pretrained.pdparams +depth_mult: 0.33 +width_mult: 0.375 + + +CSPResNet: + act: 'relu' + +CustomCSPPAN: + act: 'relu' + +PPYOLOEHead: + act: 'relu' + attn_conv: None diff --git a/configs/ppyoloe/ppyoloe_plus_crn_t_p2_auxhead_320_300e_coco.yml b/configs/ppyoloe/ppyoloe_plus_crn_t_p2_auxhead_320_300e_coco.yml deleted file mode 100644 index 0aef4bcfe..000000000 --- a/configs/ppyoloe/ppyoloe_plus_crn_t_p2_auxhead_320_300e_coco.yml +++ /dev/null @@ -1,60 +0,0 @@ -_BASE_: [ - '../datasets/coco_detection.yml', - '../runtime.yml', - './_base_/optimizer_300e.yml', - './_base_/ppyoloe_plus_crn_tiny_auxhead.yml', - './_base_/ppyoloe_plus_reader_320.yml', -] - -log_iter: 100 -snapshot_epoch: 10 -weights: output/ppyoloe_plus_crn_t_p2_auxhead_320_300e_coco/model_final - -pretrain_weights: https://paddledet.bj.bcebos.com/models/pretrained/CSPResNetb_t_pretrained.pdparams -depth_mult: 0.33 -width_mult: 0.375 - - -architecture: PPYOLOEWithAuxHead -PPYOLOEWithAuxHead: - backbone: CSPResNet - neck: CustomCSPPAN - yolo_head: PPYOLOEHead - aux_head: SimpleConvHead - post_process: ~ - -CSPResNet: - return_idx: [0, 1, 2, 3] # index 0 stands for P2 - -CustomCSPPAN: - out_channels: [384, 384, 384, 384] - -SimpleConvHead: - fpn_strides: [32, 16, 8, 4] - -PPYOLOEHead: - fpn_strides: [32, 16, 8, 4] - - -worker_num: 4 -eval_height: &eval_height 320 -eval_width: &eval_width 320 -eval_size: &eval_size [*eval_height, *eval_width] - -EvalReader: - sample_transforms: - - Decode: {} - - Resize: {target_size: *eval_size, keep_ratio: False, interp: 2} - - NormalizeImage: {mean: [0., 0., 0.], std: [1., 1., 1.], norm_type: none} - - Permute: {} - batch_size: 2 - -TestReader: - inputs_def: - image_shape: [3, *eval_height, *eval_width] - sample_transforms: - - Decode: {} - - Resize: {target_size: *eval_size, keep_ratio: False, interp: 2} - - NormalizeImage: {mean: [0., 0., 0.], std: [1., 1., 1.], norm_type: none} - - Permute: {} - batch_size: 1 -- GitLab