Given a photo (I) and a family of embedding functions (\mathcalE_\theta(\cdot)) parametrized by a secret key (\theta) (e.g., PRNG seed, quantization table), we seek the key (\theta^*) such that
| Domain | Representative Works | Gap | |--------|----------------------|-----| | | Rich Models [1]; SRNet [2] | Binary detection only; no key recovery. | | Deep steganalysis | Ye et al. [3]; Yedroudj‑Net [4] | End‑to‑end detection; lack of forensic embedding for search guidance. | | Forensic representation learning | Exif‑Net [5]; PhotoForensics‑CNN [6] | Focus on tampering detection, not hidden‑payload extraction. | | Cryptanalytic search | SAT‑based attacks [7]; GPU‑accelerated exhaustive search [8] | Require handcrafted side‑channel information. | | Hybrid approaches | Deep‑guided side‑channel attacks [9] | Limited to specific algorithms (e.g., AES‑CTR). | excire foto crack new
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