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Depth Anything V2 (small)

C++ (Windows, Linux, MacOS / CUDA and Metal accelerated) port of https://github.com/DepthAnything/Depth-Anything-V2.

Example Input & Outputs

Inputs Outputs
Input
Depth Input
Input
Depth Result

Demo Code

 1#include "blace_ai.h"
 2#include <opencv2/opencv.hpp>
 3
 4// include the models you want to use
 5#include "depth_anything_v2_v5_small_v3_ALL_export_version_v17.h"
 6
 7int main() {
 8  ::blace::workload_management::BlaceWorld blace;
 9
10  // register model at server
11  blace::util::registerModel(
12      depth_anything_v2_v5_small_v3_ALL_export_version_v17,
13      blace::util::getPathToExe());
14
15  // load image into op
16  auto exe_path = blace::util::getPathToExe();
17  std::filesystem::path photo_path = exe_path / "butterfly.jpg";
18  auto world_tensor_orig =
19      CONSTRUCT_OP(blace::ops::FromImageFileOp(photo_path.string()));
20
21  // interpolate to size consumable by model
22  auto interpolated = CONSTRUCT_OP(blace::ops::Interpolate2DOp(
23      world_tensor_orig, 700, 1288, blace::ml_core::BICUBIC, false, true));
24
25  // construct model inference arguments
26  blace::ml_core::InferenceArgsCollection infer_args;
27  infer_args.inference_args.device = blace::util::get_accelerator().value();
28
29  // construct inference operation
30  auto infer_op = CONSTRUCT_OP(blace::ops::InferenceOp(
31      depth_anything_v2_v5_small_v3_ALL_export_version_v17_IDENT,
32      {interpolated}, infer_args, 0));
33
34  // normalize depth to zero-one range
35  auto result_depth = CONSTRUCT_OP(blace::ops::NormalizeToZeroOneOP(infer_op));
36
37  // construct evaluator and evaluate to cv::Mat
38  blace::computation_graph::GraphEvaluator evaluator(result_depth);
39  auto cv_result = evaluator.evaluateToCVMat().value();
40
41  // multiply for plotting
42  cv_result *= 255.;
43
44  // save to disk and return
45  auto out_file = exe_path / "depth_result.png";
46  cv::imwrite(out_file.string(), cv_result);
47
48  return 0;
49}

Follow the 5 minute instructions to build and run the demo.

Tested on version v0.9.51 of blace.ai sdk. Might also work on newer or older releases (check if release notes of blace.ai state breaking changes).

Artifacts

Payload Demo Project Header

License