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26 changes: 26 additions & 0 deletions data.py
Original file line number Diff line number Diff line change
Expand Up @@ -74,7 +74,33 @@ def get_clip_timepoints(clip_sampler, duration):
all_clips_timepoints.append((start, end))
return all_clips_timepoints

def load_and_transform_thermal_data(image_paths, device):
if image_paths is None:
return None

image_outputs = []
for image_path in image_paths:
data_transform = transforms.Compose(
[
transforms.Resize(
224, interpolation=transforms.InterpolationMode.BICUBIC
),
transforms.CenterCrop(224),
transforms.ToTensor(),
transforms.Normalize(
mean=(0.48145466, 0.4578275, 0.40821073),
std=(0.26862954, 0.26130258, 0.27577711),
),
transforms.Grayscale()
]
)
with open(image_path, "rb") as fopen:
image = Image.open(fopen).convert("RGB")

image = data_transform(image).to(device)
image_outputs.append(image)
return torch.stack(image_outputs, dim=0)

def load_and_transform_vision_data(image_paths, device):
if image_paths is None:
return None
Expand Down