diff --git a/VoTT-v2/sources/2016-200m.mp4 b/VoTT-v2/2016-200m.mp4 similarity index 100% rename from VoTT-v2/sources/2016-200m.mp4 rename to VoTT-v2/2016-200m.mp4 diff --git a/VoTT-v2/2018-100m.mp4 b/VoTT-v2/2018-100m.mp4 new file mode 100644 index 0000000..c7c6bf0 Binary files /dev/null and b/VoTT-v2/2018-100m.mp4 differ diff --git a/VoTT-v2/2023-100m.mp4 b/VoTT-v2/2023-100m.mp4 new file mode 100644 index 0000000..448c124 Binary files /dev/null and b/VoTT-v2/2023-100m.mp4 differ diff --git a/VoTT-v2/tracking/2016-200m_tracked.mp4 b/VoTT-v2/tracking/2016-200m_tracked.mp4 new file mode 100644 index 0000000..d072912 Binary files /dev/null and b/VoTT-v2/tracking/2016-200m_tracked.mp4 differ diff --git a/VoTT-v2/tracking/2023-100m_tracked.mp4 b/VoTT-v2/tracking/2023-100m_tracked.mp4 new file mode 100644 index 0000000..62c407b Binary files /dev/null and b/VoTT-v2/tracking/2023-100m_tracked.mp4 differ diff --git a/VoTT-v2/tracking/txt_results/demo.txt b/VoTT-v2/tracking/txt_results/demo.txt 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b/VoTT-v2/yolov7x-datasetv2_2024072211/hyp.yaml @@ -0,0 +1,29 @@ +lr0: 0.01 +lrf: 0.1 +momentum: 0.937 +weight_decay: 0.0005 +warmup_epochs: 3.0 +warmup_momentum: 0.8 +warmup_bias_lr: 0.1 +box: 0.05 +cls: 0.3 +cls_pw: 1.0 +obj: 0.7 +obj_pw: 1.0 +iou_t: 0.2 +anchor_t: 4.0 +fl_gamma: 0.0 +hsv_h: 0.015 +hsv_s: 0.7 +hsv_v: 0.4 +degrees: 0.0 +translate: 0.2 +scale: 0.5 +shear: 0.0 +perspective: 0.0 +flipud: 0.0 +fliplr: 0.5 +mosaic: 1.0 +mixup: 0.0 +copy_paste: 0.0 +paste_in: 0.0 diff --git a/VoTT-v2/yolov7x-datasetv2_2024072211/opt.yaml b/VoTT-v2/yolov7x-datasetv2_2024072211/opt.yaml new file mode 100644 index 0000000..d75e648 --- /dev/null +++ b/VoTT-v2/yolov7x-datasetv2_2024072211/opt.yaml @@ -0,0 +1,41 @@ +dataset: datasetv2_20240722_ +weights: '' +cfg: cfg/training/yolov7x_datasetv2.yaml +data: data/datasetv2/dataset.yaml +hyp: data/hyp.scratch.custom.yaml +epochs: 600 +batch_size: 4 +img_size: +- 1280 +- 720 +rect: false +resume: false +nosave: false +notest: false +noautoanchor: 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a/VoTT-v2/yolov7x-datasetv2_2024072211/train_batch8.jpg b/VoTT-v2/yolov7x-datasetv2_2024072211/train_batch8.jpg new file mode 100644 index 0000000..c3434e7 Binary files /dev/null and b/VoTT-v2/yolov7x-datasetv2_2024072211/train_batch8.jpg differ diff --git a/VoTT-v2/yolov7x-datasetv2_2024072211/train_batch9.jpg b/VoTT-v2/yolov7x-datasetv2_2024072211/train_batch9.jpg new file mode 100644 index 0000000..c92e325 Binary files /dev/null and b/VoTT-v2/yolov7x-datasetv2_2024072211/train_batch9.jpg differ diff --git a/test/yolov7-tracker/tracker/track_demo.py b/test/yolov7-tracker/tracker/track_demo.py index 40a940c..096096e 100644 --- a/test/yolov7-tracker/tracker/track_demo.py +++ b/test/yolov7-tracker/tracker/track_demo.py @@ -175,7 +175,7 @@ def main(args): exit(0) """3. load sequences""" - + print('stride', stride) dataset = DemoDataset(file_name=args.obj, img_size=model_img_size, model=args.detector, stride=stride, ) data_loader = torch.utils.data.DataLoader(dataset, batch_size=1, shuffle=False) diff --git a/test/yolov7-tracker/tracker/tracker_dataloader.py b/test/yolov7-tracker/tracker/tracker_dataloader.py index 523b140..0abff15 100644 --- a/test/yolov7-tracker/tracker/tracker_dataloader.py +++ b/test/yolov7-tracker/tracker/tracker_dataloader.py @@ -103,10 +103,9 @@ class TestDataset(Dataset): padded_img = padded_img.transpose(swap) padded_img = np.ascontiguousarray(padded_img, dtype=np.float32) return padded_img, r - def _preprocess_yolov7(self, img, ): - img_resized = self._letterbox(img, new_shape=self.img_size, stride=self.other_param['stride'], )[0] + img_resized = self._letterbox(img, new_shape=self.img_size, stride=32, )[0] img_resized = img_resized[:, :, ::-1].transpose(2, 0, 1) # BGR to RGB img_resized = np.ascontiguousarray(img_resized) diff --git a/test/yolov7-tracker/tracker/trackers/matching.py b/test/yolov7-tracker/tracker/trackers/matching.py index 4eb1997..8f40d86 100644 --- a/test/yolov7-tracker/tracker/trackers/matching.py +++ b/test/yolov7-tracker/tracker/trackers/matching.py @@ -69,13 +69,13 @@ def ious(atlbrs, btlbrs): :rtype ious np.ndarray """ - ious = np.zeros((len(atlbrs), len(btlbrs)), dtype=np.float) + ious = np.zeros((len(atlbrs), len(btlbrs)), dtype=np.float64) if ious.size == 0: return ious ious = bbox_ious( - np.ascontiguousarray(atlbrs, dtype=np.float), - np.ascontiguousarray(btlbrs, dtype=np.float) + np.ascontiguousarray(atlbrs, dtype=np.float64), + np.ascontiguousarray(btlbrs, dtype=np.float64) ) return ious @@ -129,13 +129,13 @@ def embedding_distance(tracks, detections, metric='cosine'): :return: cost_matrix np.ndarray """ - cost_matrix = np.zeros((len(tracks), len(detections)), dtype=np.float) + cost_matrix = np.zeros((len(tracks), len(detections)), dtype=np.float64) if cost_matrix.size == 0: return cost_matrix - det_features = np.asarray([track.curr_feat for track in detections], dtype=np.float) + det_features = np.asarray([track.curr_feat for track in detections], dtype=np.float64) #for i, track in enumerate(tracks): #cost_matrix[i, :] = np.maximum(0.0, cdist(track.smooth_feat.reshape(1,-1), det_features, metric)) - track_features = np.asarray([track.smooth_feat for track in tracks], dtype=np.float) + track_features = np.asarray([track.smooth_feat for track in tracks], dtype=np.float64) cost_matrix = np.maximum(0.0, cdist(track_features, det_features, metric)) # Nomalized features return cost_matrix diff --git a/test/yolov7-tracker/tracker/trackers/tracklet.py b/test/yolov7-tracker/tracker/trackers/tracklet.py index 626c18e..d7ece13 100644 --- a/test/yolov7-tracker/tracker/trackers/tracklet.py +++ b/test/yolov7-tracker/tracker/trackers/tracklet.py @@ -32,7 +32,7 @@ class Tracklet(BaseTrack): def __init__(self, tlwh, score, category, motion='byte'): # initial position - self._tlwh = np.asarray(tlwh, dtype=np.float) + self._tlwh = np.asarray(tlwh, dtype=np.float64) self.is_activated = False self.score = score @@ -40,6 +40,8 @@ class Tracklet(BaseTrack): # kalman self.motion = motion + self.motion = 'sort' + motion = 'sort' self.kalman_filter = MOTION_MODEL_DICT[motion]() self.convert_func = self.__getattribute__('tlwh_to_' + STATE_CONVERT_DICT[motion]) @@ -363,4 +365,4 @@ class Tracklet_w_depth(Tracklet): cx = ret[0] + 0.5 * ret[2] y2 = ret[1] + ret[3] lendth = 2000 - y2 - return np.asarray([cx, y2, lendth], dtype=np.float) \ No newline at end of file + return np.asarray([cx, y2, lendth], dtype=np.float64) \ No newline at end of file diff --git a/yolov7-setup/track.md b/yolov7-setup/track.md new file mode 100644 index 0000000..fcccc57 --- /dev/null +++ b/yolov7-setup/track.md @@ -0,0 +1,36 @@ +Images : +```bash +python3 tracker/track_demo.py --device cpu --obj /Users/noham/Documents/GitHub/Stage-2024/VoTT-v2/tracking_images --detector yolov7 --tracker sort --detector_model_path /Users/noham/Documents/GitHub/Stage-2024/VoTT-v2/yolov7x-datasetv2_2024072211/weights/best.pt --save_dir /Users/noham/Documents/GitHub/Stage-2024/VoTT-v2/tracking --save_images +``` + +Video : +```bash +python3 tracker/track_demo.py --device cpu --obj /Users/noham/Documents/GitHub/Stage-2024/VoTT-v2/sources/2016-100m.mp4 --detector yolov7 --tracker sort --detector_model_path /Users/noham/Documents/GitHub/Stage-2024/VoTT-v2/yolov7x-datasetv2_2024072211/weights/best.pt --save_dir /Users/noham/Documents/GitHub/Stage-2024/VoTT-v2/tracking --save_videos +``` + +```bash +python3 tracker/track_demo.py --device cpu --obj /Users/noham/Documents/GitHub/Stage-2024/VoTT-v2/vids/400m_2.mp4 --detector yolov7 --tracker sort --detector_model_path /Users/noham/Documents/GitHub/Stage-2024/VoTT-v2/yolov7x-datasetv2_2024072211/weights/best.pt --save_dir /Users/noham/Documents/GitHub/Stage-2024/VoTT-v2/tracking --save_videos +``` + + +Fixes : +self.other_param['stride'] -> 32 +np.float64 in /tracker/trackers/tracklet.py + +File "/Users/noham/Documents/GitHub/Stage-2024/test/yolov7-tracker/tracker/trackers/tracklet.py", line 44, in __init__ + self.kalman_filter = MOTION_MODEL_DICT[motion]() +KeyError: 'default' +line 43 : +self.motion = 'sort' +motion = 'sort' + +```python +TRACKER_DICT = { + 'sort': SortTracker, + 'bytetrack': ByteTracker, + 'botsort': BotTracker, + 'c_bioutrack': C_BIoUTracker, + 'ocsort': OCSortTracker, + 'deepsort': DeepSortTracker +} +``` \ No newline at end of file diff --git a/yolov7-setup/vott-json-export/1999-t.mp4#t=0.066667.jpg b/yolov7-setup/vott-json-export/1999-t.mp4#t=0.066667.jpg deleted file mode 100644 index 6da97ef..0000000 Binary files a/yolov7-setup/vott-json-export/1999-t.mp4#t=0.066667.jpg and /dev/null differ diff --git a/yolov7-setup/vott-json-export/1999-t.mp4#t=0.5.jpg b/yolov7-setup/vott-json-export/1999-t.mp4#t=0.5.jpg deleted file mode 100644 index 6da97ef..0000000 Binary files a/yolov7-setup/vott-json-export/1999-t.mp4#t=0.5.jpg and /dev/null differ diff --git a/yolov7-setup/vott-json-export/1999-t.mp4#t=1.5.jpg b/yolov7-setup/vott-json-export/1999-t.mp4#t=1.5.jpg deleted file mode 100644 index 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