fottoai/remove-bg-2 🖼️ → 🖼️

▶️ 24.5K runs 📅 Jul 2025 ⚙️ Cog 0.15.10
background-removal
About

Remove image background with custom model to better result.
Example Output

Output

Performance Metrics

6.28s Prediction Time
64.50s Total Time
Input Parameters
image_url (required) Type: string: URL or path of the input image.
Output Schema
Output
Type: string • Format: uri
Example Execution Logs
Starting background removal...
Loading image to process
normalizing image
Generating mask
[0;93m2025-07-14 08:59:33.962998110 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,132,132,192} != {1,128,128,192}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.963031263 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,132,132,192} != {1,16384,192}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.963878256 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,384} != {1,64,64,384}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.963900549 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,384} != {1,4096,384}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.964727591 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,32,32,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.964747413 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,1024,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.965344584 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,32,32,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.965364035 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,1024,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.965891947 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,32,32,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.965907180 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,1024,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.966394411 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,32,32,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.966409563 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,1024,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.966898890 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,32,32,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.966913747 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,1024,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.967406377 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,32,32,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.967421184 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,1024,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.967902311 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,32,32,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.967917504 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,1024,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.968399017 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,32,32,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.968414600 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,1024,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.968890540 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,32,32,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.968905014 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,768} != {1,1024,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.980247178 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,24,24,1536} != {1,16,16,1536}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:33.980268752 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,24,24,1536} != {1,256,1536}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.000064591 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,264,264,192} != {1,256,256,192}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.000084820 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,264,264,192} != {1,65536,192}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.000781014 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,132,132,384} != {1,128,128,384}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.000801105 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,132,132,384} != {1,16384,384}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.001538068 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,64,64,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.001556783 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,4096,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.002092287 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,64,64,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.002108142 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,4096,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.002571260 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,64,64,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.002586277 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,4096,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.003046783 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,64,64,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.003061557 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,4096,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.003515361 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,64,64,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.003530970 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,4096,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.003981563 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,64,64,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.003996802 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,4096,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.004451058 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,64,64,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.004465674 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,4096,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.004927018 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,64,64,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.004941850 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,4096,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.005410538 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,64,64,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.005425565 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,72,72,768} != {1,4096,768}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.006048970 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,1536} != {1,32,32,1536}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
[0;93m2025-07-14 08:59:34.006067418 [W:onnxruntime:, execution_frame.cc:651 AllocateMLValueTensorPreAllocateBuffer] Shape mismatch attempting to re-use buffer. {1,36,36,1536} != {1,1024,1536}. Validate usage of dim_value (values should be > 0) and dim_param (all values with the same string should equate to the same size) in shapes in the model.[m
Mask improving quality
Generate transparent image
Background removal completed.
Version Details
Version ID: d748bcc6882e5567ffe1468356323e6345736494dd9b827ff2871a68fca79be5
Version Created: July 14, 2025
Run on Replicate →