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Research map / Detection and segmentation / CNN features

BRISKS: Binary Features for Spherical Images on a Geodesic Grid

CVPR 2017 · Detection and segmentation › CNN features · approach: Context for hard detection conditions · 43 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Use BRISKS instead of SSIFTSpherical-image feature detection · Synthetic images, rotation and translationrepeatability: 0.65 -> 0.93Helped
Use BRISKS instead of SIFT on equirectangular imagesSpherical-image feature detection · Synthetic images, rotation and translationrepeatability: 0.57 -> 0.93Helped
Use BRISKS instead of SSIFTSpherical-image feature detection · Synthetic images, illumination changerepeatability: 0.49 -> 0.64Helped
Use BRISKS instead of SIFT on equirectangular imagesSpherical-image feature detection · Synthetic images, illumination changerepeatability: 0.41 -> 0.64Helped
Use BRISKS instead of SSIFTSpherical-image feature detection · SUN360, rotationrepeatability: 0.86 -> 0.94Helped
Use BRISKS instead of SIFT on equirectangular imagesSpherical-image feature detection · SUN360, rotationrepeatability: 0.70 -> 0.94Helped
Use BRISKS instead of SSIFTSpherical-image feature detection · SUN360, noise 10dBrepeatability: 0.76 -> 0.90Helped
Use BRISKS instead of SIFT on equirectangular imagesSpherical-image feature detection · SUN360, noise 10dBrepeatability: 0.65 -> 0.90Helped
Use BRISKS instead of SSIFTSpherical-image feature detection · SUN360, noise 15dBrepeatability: 0.79 -> 0.93Helped
Use BRISKS instead of SIFT on equirectangular imagesSpherical-image feature detection · SUN360, noise 15dBrepeatability: 0.67 -> 0.93Helped
Use BRISKS instead of SSIFTSpherical-image feature detection · SUN360, noise 20dBrepeatability: 0.83 -> 0.93Helped
Use BRISKS instead of SIFT on equirectangular imagesSpherical-image feature detection · SUN360, noise 20dBrepeatability: 0.66 -> 0.93Helped

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