tb_fly_lgmd_eta — 2D typed op

資料種類:signalsignal

呼叫:fullseye.apply(img, "tb_fly_lgmd_eta", a=0.5, b=0.5)(2-D 的模型是一張圖 + 兩個純量旋鈕 a,b∈[0,1])

tb_fly_lgmd_eta: input → output

*圖為在 128×128 合成輸入上實際執行的輸出。左為輸入,右為輸出。點雲以俯視散點顯示(亮度 = z),一維序列為折線,體資料為沿 z 的最大值投影,影片為中間影格,複數影像為振幅;無法成像的回傳值直接顯示數值。*

掃描旋鈕 a(0.1 / 0.5 / 0.9,另一旋鈕取預設):

tb_fly_lgmd_eta: knob a sweep (docs site)

*旋鈕 b 不改變輸出(實測: 0.1 / 0.5 / 0.9 相同)。*

階段(前置運算子 → 本運算子,由左至右):

tb_fly_lgmd_eta: stages (docs site)

換別的影像(合成場景 / 照片 / 硬幣。上排為輸入,下排為對應輸出。旋鈕取預設):

tb_fly_lgmd_eta: other inputs (docs site)

用法

> 該運算子的說明尚無譯文,以下照原文給出。

LGMD/eta looming response from an expanding subtended angle.

The multiplicative looming model::

eta(t) = theta'(t - delay) * exp(-alpha * theta(t - delay))

where *theta_signal* is the object's full subtended angle over time, in

radians. The product of the angular expansion rate and an exponentially

decaying gain gives a response that peaks a fixed time before collision.

theta_signal: the full subtended angle per sample, radians.

dt_s: the sample interval, seconds.

alpha: the gain-decay constant.

delay_s: a fixed neural delay, seconds.

Returns a 1-D float64 array `eta(t)` of the same length.

Ground truth: for an object of half-size `l approaching at speed |v|`,

`eta peaks at a time-to-contact of alpha*l/|v| - delay_s` (Gabbiani et

al. Eq. 5), where the subtended angle is exactly `2*atan(1/alpha)` (Eq. 6;

24.0 degrees for `alpha = 4.7`) — both pinned in the tests.

Raises `ValueError`: a non-1-D / empty / too-short (< 3) / non-finite

*theta_signal*, a signal over :data:MAX_SIGNAL_POINTS, a non-positive *dt_s*

/ *alpha*, and a negative *delay_s*.

Typed bridge of the flyvision op `fly_lgmd_eta into the 2-D evolution registry: the same implementation, called under the op(v, a, b) convention. a drives alpha (default 4.7); b` is unused.

參考(範例資料・文獻)

• 範例資料目錄(下載 URL / 授權) —— 2-D 用 skimage.data(BSD/公有領域)加合成圖,3-D 給出真實資料源(Stanford/PDS 等)的下載 URL。

• 運算子來歷與參考文獻 —— 該運算子族所依據的研究/方法出處。

在 Studio 中試試

下面的程式已確認可以執行(與圖相同的輸入)。在 Studio 說明中,此區塊會變成按鈕,可當場載入並執行。

img_to_signal 0.50 0.50
tb_fly_lgmd_eta 0.50 0.50

▸ Load this pipeline  ·  Load & run

可執行的範例(實際呼叫該運算子並已驗證的樣例)

下面的範例呼叫的是底層帳本運算子 fly_lgmd_eta。此橋接運算子只是把同一實作適配為 fn(v, a, b) 慣例,行為完全相同(只是呼叫形式不同)。

poc_fly_visionpy -3.11 examples/poc_fly_vision.py

型別可銜接的下一個運算子(可接受 signal 作為輸入)

identity · tb_create_funct_1d_array · tb_smooth_funct_1d_gauss · tb_smooth_funct_1d_mean · tb_derivate_funct_1d · tb_integrate_funct_1d · tb_zero_crossings_funct_1d · tb_abs_funct_1d

同類別(typed)

tb_points_to_voxel · tb_estimate_point_normals · tb_iss_keypoints · tb_project_points · tb_render_point_depth · tb_statistical_outlier_removal · tb_radius_outlier_removal · tb_voxel_grid_downsample


*Provenance: ops.py — 2D 運算子登記表。本條目由 tools/opdocs.py md 自動產生(請勿手動編輯)。*

© 2026 Kazufumi Furuse — Fullseye operator documentation. Licensed under Apache-2.0.