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feat(insightface): add antispoofing (liveness) detection#9515

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mudler merged 3 commits into
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feat/face-antispoofing
Apr 23, 2026
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feat(insightface): add antispoofing (liveness) detection#9515
mudler merged 3 commits into
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feat/face-antispoofing

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@mudler mudler commented Apr 23, 2026

Light up the anti_spoofing flag that was parked during the first pass. Both FaceVerify and FaceAnalyze now run the Silent-Face MiniFASNetV2 + MiniFASNetV1SE ensemble (~4 MB, Apache 2.0, CPU <10ms) when the flag is set. Failed liveness on either image vetoes FaceVerify regardless of embedding similarity. Every insightface* gallery entry now ships the MiniFASNet ONNX weights so existing packs light up after reinstall.

Setting the flag against a model without the MiniFASNet files returns FAILED_PRECONDITION (HTTP 412) with a clear install message — no silent is_real=false.

FaceVerifyResponse gained per-image img{1,2}_is_real and img{1,2}_antispoof_score (proto 9-12); FaceAnalysis's existing is_real/antispoof_score fields are now populated. Schema fields are pointers so they are fully absent from the JSON response when anti_spoofing was not requested — avoids collapsing "not checked" with "checked and fake" under Go's omitempty on bool.

Validated end-to-end over HTTP against a local install:

  • verify + anti_spoofing, both real -> verified=true, score ~0.76
  • verify + anti_spoofing, img2 spoof -> verified=false, img2_is_real=false
  • analyze + anti_spoofing -> is_real and score per face
  • flag against model without MiniFASNet -> HTTP 412 fail-loud

Assisted-by: Claude:claude-opus-4-7 go vet

mudler added 3 commits April 23, 2026 13:24
Light up the anti_spoofing flag that was parked during the first pass.
Both FaceVerify and FaceAnalyze now run the Silent-Face MiniFASNetV2 +
MiniFASNetV1SE ensemble (~4 MB, Apache 2.0, CPU <10ms) when the flag is
set. Failed liveness on either image vetoes FaceVerify regardless of
embedding similarity. Every insightface* gallery entry now ships the
MiniFASNet ONNX weights so existing packs light up after reinstall.

Setting the flag against a model without the MiniFASNet files returns
FAILED_PRECONDITION (HTTP 412) with a clear install message — no
silent is_real=false.

FaceVerifyResponse gained per-image img{1,2}_is_real and
img{1,2}_antispoof_score (proto 9-12); FaceAnalysis's existing
is_real/antispoof_score fields are now populated. Schema fields are
pointers so they are fully absent from the JSON response when
anti_spoofing was not requested — avoids collapsing "not checked" with
"checked and fake" under Go's omitempty on bool.

Validated end-to-end over HTTP against a local install:
- verify + anti_spoofing, both real -> verified=true, score ~0.76
- verify + anti_spoofing, img2 spoof -> verified=false, img2_is_real=false
- analyze + anti_spoofing -> is_real and score per face
- flag against model without MiniFASNet -> HTTP 412 fail-loud

Assisted-by: Claude:claude-opus-4-7 go vet
The root Makefile's `test-extra` already runs
`$(MAKE) -C backend/python/insightface test`, but the backend's
Makefile never defined the target — so the command silently errored
and the suite was never executed in CI. Adding the two-line target
(matching ace-step/Makefile) hooks `test.sh` → `runUnittests` →
`python -m unittest test.py`, which discovers both the pre-existing
engine classes (InsightFaceEngineTest, OnnxDirectEngineTest) and the
new AntispoofingTest. Each class skips gracefully when its weights
can't be downloaded from a network-restricted runner.

Assisted-by: Claude:claude-opus-4-7
Add a `face_antispoof` capability to the Ginkgo e2e suite and extend
the existing FaceVerify + FaceAnalyze specs with liveness assertions
covering BOTH paths:

  real fixture -> is_real=true, score>0, verified stays true
  spoof fixture -> is_real=false, verified vetoed to false

The spoof fixture is upstream's own `image_F2.jpg` (via the yakhyo
mirror) — verified locally against the MiniFASNetV2+V1SE ensemble to
classify as is_real=false with score ~0.013. That makes the assertion
deterministic across CI runs; synthetic/derived spoofs fool the model
unpredictably and would be flaky.

Makefile wires it up end-to-end:
- New INSIGHTFACE_ANTISPOOF_* cache dir + two ONNX downloads with
  pinned SHAs, matching the gallery entries.
- insightface-antispoof-models target shared by both backend configs.
- FACE_SPOOF_IMAGE_URL passed via BACKEND_TEST_FACE_SPOOF_IMAGE_URL.
- Both e2e targets (buffalo-sc + opencv) now:
  * depend on insightface-antispoof-models
  * pass antispoof_v2_onnx / antispoof_v1se_onnx in BACKEND_TEST_OPTIONS
  * include face_antispoof in BACKEND_TEST_CAPS

backend_test.go adds the new capability constant and a faceSpoofFile
fixture resolved the same way as faceFile1/2/3. Spoof assertions are
gated on both capFaceAntispoof AND faceSpoofFile being set, so a test
config that omits the spoof fixture degrades gracefully to "real path
only" instead of failing.

Assisted-by: Claude:claude-opus-4-7 go vet
@mudler mudler merged commit f5eb13d into master Apr 23, 2026
42 of 44 checks passed
@mudler mudler deleted the feat/face-antispoofing branch April 23, 2026 16:28
@localai-bot localai-bot added the enhancement New feature or request label May 9, 2026
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