#version 450 core in vec2 tc; out uvec4 equation; uniform sampler2D I_x_y_tex, I_t_tex; uniform sampler2D diff_flow_tex, base_flow_tex; uniform sampler2D beta_0_tex; uniform sampler2D smoothness_x_tex, smoothness_y_tex; // TODO: Consider a specialized version for the case where we know that du = dv = 0, // since we run so few iterations. // Similar to packHalf2x16, but the two values share exponent, and are stored // as 12-bit fixed point numbers multiplied by that exponent (the leading one // can't be implicit in this kind of format). This allows us to store a much // greater range of numbers (8-bit, ie., full fp32 range), and also gives us an // extra mantissa bit. (Well, ostensibly two, but because the numbers have to // be stored denormalized, we only really gain one.) // // The price we pay is that if the numbers are of very different magnitudes, // the smaller number gets less precision. uint pack_floats_shared(float a, float b) { float greatest = max(abs(a), abs(b)); // Find the exponent, increase it by one, and negate it. // E.g., if the nonbiased exponent is 3, the number is between // 2^3 and 2^4, so our normalization factor to get within -1..1 // is going to be 2^-4. // // exponent -= 127; // exponent = -(exponent + 1); // exponent += 127; // // is the same as // // exponent = 252 - exponent; uint e = floatBitsToUint(greatest) & 0x7f800000u; float normalizer = uintBitsToFloat((252 << 23) - e); // The exponent is the same range as fp32, so just copy it // verbatim, shifted up to where the sign bit used to be. e <<= 1; // Quantize to 12 bits. uint qa = uint(int(round(a * (normalizer * 2047.0)))); uint qb = uint(int(round(b * (normalizer * 2047.0)))); return (qa & 0xfffu) | ((qb & 0xfffu) << 12) | e; } void main() { // Read the flow (on top of the u0/v0 flow). vec2 diff_flow = texture(diff_flow_tex, tc).xy; float du = diff_flow.x; float dv = diff_flow.y; // Read the first derivatives. vec2 I_x_y = texture(I_x_y_tex, tc).xy; float I_x = I_x_y.x; float I_y = I_x_y.y; float I_t = texture(I_t_tex, tc).x; // E_I term. Note that we don't square β_0, in line with DeepFlow, // even though it's probably an error. // // TODO: Evaluate squaring β_0. // FIXME: Should the penalizer be adjusted for 0..1 intensity range instead of 0..255? // TODO: Multiply by some alpha. float beta_0 = texture(beta_0_tex, tc).x; float k1 = beta_0 * inversesqrt(beta_0 * (I_x * du + I_y * dv + I_t) * (I_x * du + I_y * dv + I_t) + 1e-6); float A11 = k1 * I_x * I_x; float A12 = k1 * I_x * I_y; float A22 = k1 * I_y * I_y; float b1 = -k1 * I_t * I_x; float b2 = -k1 * I_t * I_y; // Compute the second derivatives. First I_xx and I_xy. vec2 I_x_y_m2 = textureOffset(I_x_y_tex, tc, ivec2(-2, 0)).xy; vec2 I_x_y_m1 = textureOffset(I_x_y_tex, tc, ivec2(-1, 0)).xy; vec2 I_x_y_p1 = textureOffset(I_x_y_tex, tc, ivec2( 1, 0)).xy; vec2 I_x_y_p2 = textureOffset(I_x_y_tex, tc, ivec2( 2, 0)).xy; vec2 I_xx_yx = (I_x_y_p1 - I_x_y_m1) * (2.0/3.0) + (I_x_y_m2 - I_x_y_p2) * (1.0/12.0); float I_xx = I_xx_yx.x; float I_xy = I_xx_yx.y; // And now I_yy; I_yx = I_xy, bar rounding differences, so we don't // bother computing it. We still have to sample the x component, // though, but we can throw it away immediately. float I_y_m2 = textureOffset(I_x_y_tex, tc, ivec2(0, -2)).y; float I_y_m1 = textureOffset(I_x_y_tex, tc, ivec2(0, -1)).y; float I_y_p1 = textureOffset(I_x_y_tex, tc, ivec2(0, 1)).y; float I_y_p2 = textureOffset(I_x_y_tex, tc, ivec2(0, 2)).y; float I_yy = (I_y_p1 - I_y_m1) * (2.0/3.0) + (I_y_m2 - I_y_p2) * (1.0/12.0); // Finally I_xt and I_yt. (We compute these as I_tx and I_yt.) vec2 I_t_m2 = textureOffset(I_t_tex, tc, ivec2(-2, 0)).xy; vec2 I_t_m1 = textureOffset(I_t_tex, tc, ivec2(-1, 0)).xy; vec2 I_t_p1 = textureOffset(I_t_tex, tc, ivec2( 1, 0)).xy; vec2 I_t_p2 = textureOffset(I_t_tex, tc, ivec2( 2, 0)).xy; vec2 I_tx_ty = (I_t_p1 - I_t_m1) * (2.0/3.0) + (I_t_m2 - I_t_p2) * (1.0/12.0); float I_xt = I_tx_ty.x; float I_yt = I_tx_ty.y; // E_G term. Same TODOs as E_I. Same normalization as beta_0 // (see derivatives.frag). float beta_x = 1.0 / (I_xx * I_xx + I_xy * I_xy + 1e-7); float beta_y = 1.0 / (I_xy * I_xy + I_yy * I_yy + 1e-7); float k2 = inversesqrt( beta_x * (I_xx * du + I_xy * dv + I_xt) * (I_xx * du + I_xy * dv + I_xt) + beta_y * (I_xy * du + I_yy * dv + I_yt) * (I_xy * du + I_yy * dv + I_yt) + 1e-6); float k_x = k2 * beta_x; float k_y = k2 * beta_y; A11 += k_x * I_xx * I_xx + k_y * I_xy * I_xy; A12 += k_x * I_xx * I_xy + k_y * I_xy * I_yy; A22 += k_x * I_xy * I_xy + k_y * I_yy * I_yy; b1 -= k_x * I_xx * I_xt + k_y * I_xy * I_yt; b2 -= k_x * I_xy * I_xt + k_y * I_yy * I_yt; // E_S term, sans the part on the right-hand side that deals with // the neighboring pixels. // TODO: Multiply by some gamma. float smooth_l = textureOffset(smoothness_x_tex, tc, ivec2(-1, 0)).x; float smooth_r = texture(smoothness_x_tex, tc).x; float smooth_d = textureOffset(smoothness_y_tex, tc, ivec2( 0, -1)).x; float smooth_u = texture(smoothness_y_tex, tc).x; A11 += smooth_l + smooth_r + smooth_d + smooth_u; A22 += smooth_l + smooth_r + smooth_d + smooth_u; // Laplacian of (u0, v0). vec2 laplacian = smooth_l * textureOffset(base_flow_tex, tc, ivec2(-1, 0)).xy + smooth_r * textureOffset(base_flow_tex, tc, ivec2( 1, 0)).xy + smooth_d * textureOffset(base_flow_tex, tc, ivec2( 0, -1)).xy + smooth_u * textureOffset(base_flow_tex, tc, ivec2( 0, 1)).xy - (smooth_l + smooth_r + smooth_d + smooth_u) * texture(base_flow_tex, tc).xy; b1 += laplacian.x; b2 += laplacian.y; // Encode the equation down into four uint32s. equation.x = floatBitsToUint(1.0 / A11); equation.y = floatBitsToUint(A12); equation.z = floatBitsToUint(1.0 / A22); equation.w = pack_floats_shared(b1, b2); }