Neelam Sinha

92 papers B 5C 4Misc 2Journal 33Unranked 48
YearRankTypeTitle / Venue / Authors
2026 J jnl
Trans. Mach. Learn. Res.
Suhrud Murthy, Venkatesh Babu Radhakrishnan, Neelam Sinha
2026 J jnl
CoRR
Vikram Lakkavalli, Neelam Sinha
2025 J jnl
CoRR
Sneha Noble, Neelam Sinha, Vaanathi Sundareshan, Thomas Gregor Issac
2025 J jnl
CoRR
Siva Manohar Reddy Kesu, Neelam Sinha, Hariharan Ramasangu, Thomas Gregor Issac
2025 J jnl
CoRR
Snigdha Agarwal, Neelam Sinha
2025 J jnl
CoRR
Snigdha Agarwal, Ganaraja V. H, Neelam Sinha, Abhilasha Indoria, Netravathi M, Jitender Saini
2025 J jnl
Medical Biol. Eng. Comput.
Debanjali Bhattacharya, Neelam Sinha
2025 J jnl
CoRR
Debanjali Bhattacharya, Neelam Sinha
2024 conf
TGI3@MICCAI
Debanjali Bhattacharya, Ninad Aithal, Manish Jayswal, Neelam Sinha
2024 J jnl
CoRR
Debanjali Bhattacharya, Ninad Aithal, Manish Jayswal, Neelam Sinha
2024 J jnl
CoRR
Wupadrasta Santosh Kumar, Sayali Rajendra Bhutare, Neelam Sinha, Thomas Gregor Issac
2024 J jnl
Expert Syst. Appl.
Sai Pradeep Chakka, Neelam Sinha
2024 J jnl
CoRR
Sneha Noble, Chakka Sai Pradeep, Neelam Sinha, Thomas Gregor Issac
2024 conf
ICVGIP
Siva Manohar Reddy Kesu, Neelam Sinha, Hariharan Ramasangu
2024 conf
SPCOM
Chakka Sai Pradeep, Neelam Sinha
2024 conf
ICPR (12)
Ninad Aithal, Debanjali Bhattacharya, Neelam Sinha, Thomas Gregor Issac
2024 J jnl
CoRR
Ninad Aithal, Debanjali Bhattacharya, Neelam Sinha, Thomas Gregor Issac
2024 conf
ISBI
Ameiy Acharya, Chakka Sai Pradeep, Neelam Sinha
2024 conf
ISBI
Ninad Aithal, Chakka Sai Pradeep, Neelam Sinha
2024 J jnl
CoRR
Vamshi Krishna Kancharla, Neelam Sinha
2024 J jnl
CoRR
Ammu R, Debanjali Bhattacharya, Ameiy Acharya, Ninad Aithal, Neelam Sinha
2024 J jnl
CoRR
Suraj Kumar Behera, Debanjali Bhattacharya, Ninad Aithal, Neelam Sinha
2024 J jnl
CoRR
Vamshi Krishna Kancharla, Neelam Sinha
2024 J jnl
CoRR
Debanjali Bhattacharya, Rajneet Kaur, Ninad Aithal, Neelam Sinha, Thomas Gregor Issac
2024 conf
ICPR (12)
Snigdha Agarwal, Neelam Sinha
2024 B conf
IJCNN
Chakka Sai Pradeep, Neelam Sinha
2024 J jnl
CoRR
Debanjali Bhattacharya, Neelam Sinha
2023 conf
MLSP
Snigdha Agarwal, Neelam Sinha
2023 conf
MLSP
Ammu R, Neelam Sinha
2023 conf
EMBC
Chakka Sai Pradeep, Neelam Sinha
2023 J jnl
CoRR
Sai Pradeep Chakka, Sunil Kumar Vengalil, Neelam Sinha
2023 J jnl
CoRR
Chakka Sai Pradeep, Neelam Sinha
2023 J jnl
CoRR
Debanjali Bhattacharya, Neelam Sinha, Yashwanth Ramamurthi, Amit Chattopadhyay
2023 J jnl
CoRR
Vamshi Krishna Kancharla, Debanjali Bhattacharya, Neelam Sinha, Jitender Saini, Pramod Kumar Pal, M. Sandhya
2023 conf
ISBI
Snigdha Agarwal, Neelam Sinha
2023 conf
AIMLSystems
Naveen Kanigiri, Manohar Suggula, Debanjali Bhattacharya, Neelam Sinha
2023 J jnl
CoRR
Naveen Kanigiri, Manohar Suggula, Debanjali Bhattacharya, Neelam Sinha
2023 J jnl
CoRR
Ameiy Acharya, Chakka Sai Pradeep, Neelam Sinha
2023 J jnl
CoRR
Ninad Aithal, Chakka Sai Pradeep, Neelam Sinha
2023 Misc conf
ICASSP
Chakka Sai Pradeep, Neelam Sinha, Banibrata Mukhopadhyay
2023 C conf
TENCON
Vamshi Krishna Kancharala, Debanjali Bhattacharya, Neelam Sinha
2023 conf
MLSP
Sai Krishna Kopparapu, Debanjali Bhattacharya, Neelam Sinha
2023 J jnl
CoRR
Vamshi Krishna Kancharala, Debanjali Bhattacharya, Neelam Sinha
2023 conf
AIMLSystems
Vamshi Krishna Kancharla, Neelam Sinha
2022 conf
SPCOM
Darshil Shah, K. Gopika Gopan, Neelam Sinha
2022 J jnl
Biomed. Signal Process. Control.
Gopika Gopan K., S. V. R. Aditya Reddy, Madhav Rao, Neelam Sinha
2022 B conf
ICIP
Darshil Shah, Meghna Govind, Gopika Gopan K, Neelam Sinha
2022 conf
ECCV Workshops (6)
Chakka Sai Pradeep, Neelam Sinha
2022 conf
EUSIPCO
Gopika Gopan K., Neelam Sinha, Dinesh Babu J.
2022 conf
SPCOM
K. Gopika Gopan, Pavan Sudeesh Peruru, Neelam Sinha
2022 conf
ISBI
Chakka Sai Pradeep, Neelam Sinha
2022 conf
ICVGIP
Ritu Lahoti, Neelam Sinha, Vinod V. Reddy
2022 conf
ICVGIP
Poornima Jain, Punith B. Venkategowda, Neelam Sinha
2022 conf
ICVGIP
Sai Pradeep Chakka, Neelam Sinha
2022 conf
SPCOM
Snigdha Agarwal, Chakka Sai Pradeep, Neelam Sinha
2022 conf
EMBC
Poornima Jain, Chakka Sai Pradeep, Neelam Sinha
2022 conf
ISBI
Ammu R, Neelam Sinha
2022 conf
ICVGIP
Darshil Shah, Gopika Gopan K, Neelam Sinha
2021 conf
ICVGIP
Ammu R, Rajikha Raja, Neelam Sinha, Jitender Saini
2021 B conf
ICIP
Ankit Yadu, P. K. Suhas, Neelam Sinha
2021 C conf
CIBCB
J. Siva Ramakrishna, Neelam Sinha, Hariharan Ramasangu
2021 conf
PReMI
Chakka Sai Pradeep, Neelam Sinha
2021 J jnl
CoRR
Ammu R, Neelam Sinha
2021 conf
PReMI
Sunil Kumar Vengalil, Neelam Sinha
2021 Misc conf
ICASSP
Atharva Kadethankar, Neelam Sinha, Vinayaka Hegde, Abhishek Burman
2021 conf
EMBC
Chakka Sai Pradeep, Neelam Sinha
2021 J jnl
CoRR
Sunil Kumar Vengalil, Neelam Sinha
2021 J jnl
CoRR
Yogesh Kochar, Sunil Kumar Vengalil, Neelam Sinha
2021 conf
EMBC
Ritu Lahoti, Sunil Kumar Vengalil, Punith B. Venkategowda, Neelam Sinha, Vinod Veera Reddy
2020 conf
CVIP (1)
Atharva Kadethankar, Neelam Sinha, Abhishek Burman, Vinayaka Hegde
2020 conf
CVIP (1)
Debanjali Bhattacharya, Neelam Sinha, Jitender Saini
2020 conf
SPCOM
Ammu R, Neelam Sinha
2019 conf
EUSIPCO
Gopika Gopan K., Neelam Sinha, Dinesh Babu Jayagopi
2019 C conf
TENCON
Debanjali Bhattacharya, Neelam Sinha, Jitender Saini
2019 C conf
TENCON
Debanjali Bhattacharya, Sunil Kumar Vengalil, Neelam Sinha, Jitender Saini, Pramod Kumar Pal, M. Sandhya
2018 conf
Biomedical Applications in Molecular, Structural, and Functional Imaging
Debanjali Bhattacharya, Neelam Sinha
2018 conf
CVIP (1)
Hema Sundara Srinivasula Reddy GogiReddy, Neelam Sinha
2017 conf
Biomedical Applications in Molecular, Structural, and Functional Imaging
Debanjali Bhattacharya, Neelam Sinha, Jitender Saini
2016 conf
MIUA
Pankaj Pandey, Byom Kesh Jha, Neelam Sinha
2016 J jnl
CoRR
Hariharan Ramasangu, Neelam Sinha
2016 conf
SPCOM
Sunil Kumar Vengalil, Neelam Sinha, Srinivas S. S. Kruthiventi, R. Venkatesh Babu
2016 conf
ICVGIP Workshops
Gopika Gopan K., Neelam Sinha, Dinesh Babu J.
2015 conf
EUSIPCO
K. Gopika Gopan, Neelam Sinha, Dinesh Babu J.
2015 conf
ICACCI
Gopika Gopan K., Neelam Sinha, Dinesh Babu J.
2014 B conf
Image Processing
Rakshatha P. Krishnamurthy, Neelam Sinha, Jitender Saini, Pramod Kumar Pal
2013 conf
ICACCI
Rajikha Raja, Neelam Sinha
2012 conf
ICVGIP
Rakshatha P. Krishnamurthy, Vishal Vijayakumar, Neelam Sinha, Phaneendra K. Yalavarthy
2012 B conf
ICIP
Neelam Sinha, R. Venkatesh Babu
2010 J jnl
Ars Comb.
Kishore Sinha, Neelam Sinha
2007 conf
ICIP (3)
Neelam Sinha, Manojkumar Saranathan, Kalpathi R. Ramakrishnan, Suresh Sundaram
2006 conf
ICONIP (2)
Neelam Sinha, Manojkumar Saranathan, A. G. Ramakrishnan, Juan Zhou, Jagath C. Rajapakse
2002 conf
ICVGIP
Neelam Sinha, A. G. Ramakrishnan
redb/extractors/decompiler/apk/analyzer.py
← Index redb/extractors/decompiler/apk/analyzer.py python
"""APK Code Analyzer — orchestrates androguard + JADX + apktool analysis.

This is the APK equivalent of BinaryNinjaDecompiler in
redb/extractors/decompiler/bninja/decompiler.py.
"""

import math
import os
import tempfile
from collections import Counter
from concurrent.futures import ThreadPoolExecutor, as_completed
from typing import Any, Dict, List, Optional, Set

from redb.extractors.decompiler.apk.apktool_wrapper import ApktoolDisassembler
from redb.extractors.decompiler.apk.jadx_wrapper import JADXDecompiler
from redb.extractors.decompiler.apk.library_filter import LibraryFilter
from redb.extractors.decompiler.apk.method_extractor import (
    compute_minhash,
    compute_prime_product_smali,
    compute_sha256,
    compute_ssdeep,
    compute_tlsh,
    count_call_instructions,
    dalvik_to_java_class,
    dalvik_to_java_prototype,
    detect_obfuscation_indicators,
)
from redb.extractors.decompiler.apk.smali_normalization import normalize_method_body
from redb.extractors.decompiler.apk.smali_cfg import compute_cfg_metrics
from redb.extractors.decompiler.apk.smali_parser import SmaliParser


class APKCodeAnalyzer:
    """Orchestrates APK code analysis combining three tools.

    Combines androguard (call graphs, xrefs, method enumeration),
    JADX (Java decompilation), and apktool (smali disassembly).
    """

    def __init__(
        self,
        filepath: str,
        timeout: int = 600,
        log=None,
        decompile_modules: Set[str] = None,
    ):
        self.filepath = filepath
        self.timeout = timeout
        self.log = log
        self.decompile_modules = decompile_modules or {"all"}
        self.min_instructions = int(
            os.getenv("APK_MIN_METHOD_INSTRUCTIONS", "5")
        )
        self.library_filter = LibraryFilter()
        self.jadx = JADXDecompiler(log=log)
        self.apktool = ApktoolDisassembler(log=log)

        self._temp_dirs = []

    def extract(self) -> Dict[str, Any]:
        """Run full APK code analysis.

        Returns dict with keys:
            decompiled_content, decompiled_refs,
            smali_content, smali_refs,
            similarity_metrics, strings, analysis_errors
        """
        results = {
            "decompiled_content": [],
            "decompiled_refs": [],
            "smali_content": [],
            "smali_refs": [],
            "similarity_metrics": [],
            "cfg": [],
            "strings": [],
            "analysis_errors": [],
        }

        # Create temp directories
        jadx_dir = tempfile.mkdtemp(prefix="redb_jadx_")
        apktool_dir = tempfile.mkdtemp(prefix="redb_apktool_")
        self._temp_dirs.extend([jadx_dir, apktool_dir])

        # Step 1-3: Run JADX, apktool, and androguard in parallel
        jadx_success = False
        apktool_success = False
        androguard_result = None

        with ThreadPoolExecutor(max_workers=3) as executor:
            futures = {}
            futures[executor.submit(self.jadx.decompile, self.filepath, jadx_dir)] = "jadx"
            futures[executor.submit(self.apktool.disassemble, self.filepath, apktool_dir)] = "apktool"
            futures[executor.submit(self._run_androguard)] = "androguard"

            for future in as_completed(futures):
                tool = futures[future]
                try:
                    result = future.result()
                    if tool == "jadx":
                        jadx_success = result
                    elif tool == "apktool":
                        apktool_success = result
                    elif tool == "androguard":
                        androguard_result = result
                except Exception as e:
                    if self.log:
                        self.log.error(f"{tool} failed: {e}")
                    results["analysis_errors"].append({
                        "class_name": None,
                        "method_name": None,
                        "error_location": tool,
                        "error_message": str(e),
                        "error_type": type(e).__name__,
                    })

        if androguard_result is None:
            if self.log:
                self.log.error("Androguard analysis failed — cannot proceed")
            return results

        apk_obj, dexs, analysis = androguard_result

        # Step 4b: Extract strings from DEX files
        try:
            results["strings"] = self._extract_strings(dexs)
        except Exception as e:
            if self.log:
                self.log.error(f"String extraction failed: {e}")
            results["analysis_errors"].append({
                "class_name": None,
                "method_name": None,
                "error_location": "strings",
                "error_message": f"String extraction failed: {e}",
                "error_type": type(e).__name__,
            })

        # Step 5: Parse smali output
        smali_methods = {}
        if apktool_success:
            try:
                smali_dirs = self.apktool.get_smali_directories(apktool_dir)
                for sdir in smali_dirs:
                    smali_methods.update(SmaliParser.parse_smali_directory(sdir))
            except Exception as e:
                if self.log:
                    self.log.error(f"Smali parsing failed: {e}")
                results["analysis_errors"].append({
                    "class_name": None,
                    "method_name": None,
                    "error_location": "apktool",
                    "error_message": f"Smali parsing failed: {e}",
                    "error_type": type(e).__name__,
                })

        # Step 6: Parse Java output
        java_methods = {}
        if jadx_success:
            try:
                java_methods = self.jadx.parse_java_methods(jadx_dir)
            except Exception as e:
                if self.log:
                    self.log.error(f"Java parsing failed: {e}")
                results["analysis_errors"].append({
                    "class_name": None,
                    "method_name": None,
                    "error_location": "jadx",
                    "error_message": f"Java parsing failed: {e}",
                    "error_type": type(e).__name__,
                })

        if not apktool_success and self.log:
            self.log.info(
                "apktool failed — falling back to androguard disassembly"
            )

        # Step 7-8: Process each method from androguard
        seen_decompiled_hashes = set()
        seen_smali_hashes = set()

        try:
            for method in analysis.get_methods():
                try:
                    self._process_method(
                        method,
                        smali_methods,
                        java_methods,
                        results,
                        seen_decompiled_hashes,
                        seen_smali_hashes,
                    )
                except Exception as e:
                    method_name = "unknown"
                    class_name = "unknown"
                    try:
                        if not method.is_external():
                            enc = method.get_method()
                            class_name = enc.get_class_name()
                            method_name = enc.get_name()
                    except Exception:
                        pass
                    results["analysis_errors"].append({
                        "class_name": class_name,
                        "method_name": method_name,
                        "error_location": "analysis",
                        "error_message": str(e),
                        "error_type": type(e).__name__,
                    })
        except Exception as e:
            if self.log:
                self.log.error(f"Method enumeration failed: {e}")
            results["analysis_errors"].append({
                "class_name": None,
                "method_name": None,
                "error_location": "androguard",
                "error_message": f"Method enumeration failed: {e}",
                "error_type": type(e).__name__,
            })

        if self.log:
            stats = self.library_filter.get_filter_stats()
            self.log.info(
                f"APK analysis complete: {stats['user']} user methods, "
                f"{stats['library']} library methods filtered, "
                f"{len(results['decompiled_content'])} decompiled, "
                f"{len(results['smali_content'])} smali, "
                f"{len(results['strings'])} strings"
            )

        return results

    def _run_androguard(self):
        """Run androguard analysis on the APK."""
        from androguard.misc import AnalyzeAPK
        return AnalyzeAPK(self.filepath)

    def _process_method(
        self,
        method,
        smali_methods: Dict,
        java_methods: Dict,
        results: Dict,
        seen_decompiled: set,
        seen_smali: set,
    ):
        """Process a single method from androguard analysis."""
        # Skip external methods (no code body)
        if method.is_external():
            return

        encoded = method.get_method()
        class_name = encoded.get_class_name()
        method_name = encoded.get_name()
        descriptor = encoded.get_descriptor()

        # Build method key for cross-tool matching
        method_key = SmaliParser.make_method_key(class_name, method_name, descriptor)

        # Check if library
        is_lib = self.library_filter.is_library(class_name)
        method_type = "LIBRARY" if is_lib else "USER"

        # Skip library methods for content tables (but they're still in xrefs)
        if is_lib:
            return

        # Get xrefs
        # In androguard 4.x, xref tuples are (ClassAnalysis, MethodAnalysis, offset).
        # The MethodAnalysis wrapper doesn't expose get_class_name()/get_name()
        # directly — we need to unwrap via .get_method() first.
        callers = []
        callees = []
        try:
            for ref_class, ref_method, offset in method.get_xref_from():
                try:
                    enc = ref_method.get_method()
                    caller_key = f"{enc.get_class_name()}->{enc.get_name()}"
                except AttributeError:
                    # Fallback for older androguard where ref_method is EncodedMethod
                    caller_key = f"{ref_method.get_class_name()}->{ref_method.get_name()}"
                callers.append(caller_key)
        except Exception:
            pass

        try:
            for ref_class, ref_method, offset in method.get_xref_to():
                try:
                    enc = ref_method.get_method()
                    callee_key = f"{enc.get_class_name()}->{enc.get_name()}"
                except AttributeError:
                    callee_key = f"{ref_method.get_class_name()}->{ref_method.get_name()}"
                callees.append(callee_key)
        except Exception:
            pass

        # Look up smali body
        smali_method = smali_methods.get(method_key)
        smali_body = None
        smali_normalized = None
        smali_hash = None
        instruction_count = 0
        register_count = 0

        if smali_method:
            smali_body = smali_method.body
            instruction_count = smali_method.instruction_count
            register_count = smali_method.register_count
        else:
            # Fallback: use androguard's own disassembler
            smali_body, instruction_count, register_count = (
                self._disassemble_with_androguard(encoded)
            )

        # Apply minimum instruction filter
        if instruction_count < self.min_instructions:
            return

        if smali_body:
            smali_normalized = SmaliParser.normalize_smali_body(smali_body)
            if smali_normalized:
                smali_hash = compute_sha256(smali_normalized)

        if not smali_hash:
            return

        # Compute obfuscation indicators from smali
        obfuscation = detect_obfuscation_indicators(
            method_name, class_name, smali_body, instruction_count
        )

        # Compute CFG metrics early — needed for both content tables and cfg table
        cfg_metrics = None
        if smali_body:
            try:
                cfg_metrics = compute_cfg_metrics(smali_body)
            except Exception:
                pass

        # Smali content (deduplicated)
        if smali_hash and smali_hash not in seen_smali:
            seen_smali.add(smali_hash)
            results["smali_content"].append({
                "smali_method_hash": smali_hash,
                "smali_method": smali_body,
                "smali_method_type": method_type,
                "smali_instructions_count": instruction_count,
                "smali_register_count": register_count,
                "smali_has_string_encryption": obfuscation.get("has_string_encryption", False),
                "smali_has_reflection_calls": obfuscation.get("has_reflection_calls", False),
                "smali_excessive_goto_count": obfuscation.get("excessive_goto_count", False),
                "smali_flattened_score": cfg_metrics.flattened_score if cfg_metrics else 0.0,
                "smali_mba_score": cfg_metrics.mba_score if cfg_metrics else 0.0,
            })

        # Smali reference (per-binary)
        ssdeep_val = compute_ssdeep(smali_normalized) if smali_normalized else None
        tlsh_val = compute_tlsh(smali_normalized) if smali_normalized else None

        # Semantically normalized ssdeep/TLSH (analogous to Binja's ssdeep_llil/tlsh_llil)
        ssdeep_normalized_val = None
        tlsh_normalized_val = None
        if smali_normalized:
            normalized_lines = normalize_method_body(smali_normalized, level="opcode_api")
            if normalized_lines:
                normalized_text = "\n".join(normalized_lines)
                ssdeep_normalized_val = compute_ssdeep(normalized_text)
                tlsh_normalized_val = compute_tlsh(normalized_text)

        # Look up Java source
        java_class = dalvik_to_java_class(class_name)
        java_key_candidates = [
            f"{java_class}.{method_name}",
        ]
        java_source = None
        decompiled_hash = None

        for jk in java_key_candidates:
            for key, source in java_methods.items():
                if key.startswith(jk):
                    java_source = source
                    break
            if java_source:
                break

        if java_source:
            # Normalize and hash decompiled content
            normalized_java = _normalize_java(java_source)
            decompiled_hash = compute_sha256(normalized_java)

            # Decompiled content (deduplicated)
            if decompiled_hash not in seen_decompiled:
                seen_decompiled.add(decompiled_hash)
                results["decompiled_content"].append({
                    "decompiled_method_hash": decompiled_hash,
                    "decompiled_method": java_source,
                    "decompiled_method_type": method_type,
                    "decompiled_has_string_encryption": obfuscation.get("has_string_encryption", False),
                    "decompiled_has_reflection_calls": obfuscation.get("has_reflection_calls", False),
                    "decompiled_excessive_goto_count": obfuscation.get("excessive_goto_count", False),
                })

            # Decompiled reference
            method_prototype = dalvik_to_java_prototype(
                method_name, descriptor, class_name
            )
            results["decompiled_refs"].append({
                "decompiled_method_hash": decompiled_hash,
                "smali_method_hash": smali_hash,
                "decompiled_class_name": dalvik_to_java_class(class_name),
                "decompiled_method_name": method_name,
                "decompiled_method_signature": descriptor,
                "decompiled_method_prototype": method_prototype,
                "functions_caller": callers,
                "functions_call": callees,
            })

        # Smali reference
        if smali_hash:
            results["smali_refs"].append({
                "smali_method_hash": smali_hash,
                "decompiled_method_hash": decompiled_hash,
                "smali_class_name": dalvik_to_java_class(class_name),
                "smali_method_name": method_name,
                "smali_method_signature": descriptor,
                "ssdeep_smali": ssdeep_val,
                "tlsh_smali": tlsh_val,
            })

        # Similarity metrics (content-based fuzzy matching only)
        if smali_hash and smali_normalized:
            minhash_sig = compute_minhash(smali_normalized)
            sim_entry = {
                "smali_method_hash": smali_hash,
                "cyclomatic_complexity": cfg_metrics.cyclomatic_complexity if cfg_metrics else None,
                "ssdeep_smali": ssdeep_val,
                "tlsh_smali": tlsh_val,
                "ssdeep_smali_normalized": ssdeep_normalized_val,
                "tlsh_smali_normalized": tlsh_normalized_val,
                "minhash": minhash_sig or [],
            }
            results["similarity_metrics"].append(sim_entry)

        # CFG entry (structural/topological features)
        if smali_hash and cfg_metrics and smali_body:
            prime_product = compute_prime_product_smali(smali_body)
            call_count = count_call_instructions(smali_body)
            cfg_entry = {
                "smali_method_hash": smali_hash,
                "cfg_topology_hash": cfg_metrics.cfg_topology_hash,
                "block_count": cfg_metrics.block_count,
                "edge_count": cfg_metrics.edge_count,
                "cfg_instructions_count": instruction_count,
                "call_count": call_count,
                "cyclomatic_complexity": cfg_metrics.cyclomatic_complexity,
                "loop_count": cfg_metrics.loop_count,
                "max_depth": cfg_metrics.max_depth,
                "max_fan_out": cfg_metrics.max_fan_out,
                "md_index_topdown": cfg_metrics.md_index_topdown,
                "md_index_bottomup": cfg_metrics.md_index_bottomup,
                "prime_product_smali": prime_product,
                "cfg_feature_tlsh": cfg_metrics.cfg_feature_tlsh,
                "wl_minhash": cfg_metrics.wl_minhash,
                "bb_features": cfg_metrics.block_features,
                "cfg_adjacency": cfg_metrics.cfg_adjacency,
            }
            results["cfg"].append(cfg_entry)

    @staticmethod
    def _string_entropy(s: str) -> float:
        """Compute Shannon entropy of a string."""
        if not s:
            return 0.0
        freq = Counter(s)
        length = len(s)
        return -sum(
            (count / length) * math.log2(count / length)
            for count in freq.values()
        )

    def _extract_strings(self, dexs) -> List[Dict[str, Any]]:
        """Extract deduplicated strings from all DEX objects.

        Uses androguard's get_strings() on each DEX, deduplicates by value,
        and computes entropy — matching the Binja StringAnalysis output format
        so IOCExtractorFromResults can consume them identically.

        Returns list of dicts with keys:
            string, string_encoding, string_offset, string_length, string_entropy
        """
        seen = set()
        strings = []
        offset_counter = 0

        for dex in dexs:
            try:
                dex_strings = dex.get_strings()
            except Exception:
                continue

            if not dex_strings:
                continue

            for s in dex_strings:
                if not s or s in seen:
                    continue
                # DEX MUTF-8 strings may contain unpaired surrogates (e.g. \ud800)
                # that are invalid UTF-8 and will fail ClickHouse insert
                s = s.encode('utf-8', errors='replace').decode('utf-8')
                if not s or s in seen:
                    continue
                seen.add(s)

                strings.append({
                    "string": s,
                    "string_encoding": "UTF8",
                    "string_offset": offset_counter,
                    "string_length": len(s),
                    "string_entropy": self._string_entropy(s),
                })
                offset_counter += 1

        return strings

    @staticmethod
    def _disassemble_with_androguard(encoded):
        """Fallback disassembly using androguard when apktool fails.

        Returns (smali_body, instruction_count, register_count).
        """
        code = encoded.get_code()
        if not code:
            return None, 0, 0

        register_count = code.get_registers_size()
        lines = []
        instruction_count = 0

        try:
            bytecode = code.get_bc()
            if not bytecode:
                return None, 0, register_count

            for instruction in bytecode.get_instructions():
                op_name = instruction.get_name()
                output = instruction.get_output()
                if output:
                    output = _normalize_androguard_operands(op_name, output)
                    lines.append(f"    {op_name} {output}")
                else:
                    lines.append(f"    {op_name}")
                instruction_count += 1
        except Exception:
            return None, 0, register_count

        if not lines:
            return None, 0, register_count

        smali_body = "\n".join(lines)
        return smali_body, instruction_count, register_count

    def cleanup(self):
        """Remove temporary directories."""
        import shutil
        for d in self._temp_dirs:
            try:
                if os.path.isdir(d):
                    shutil.rmtree(d)
            except Exception:
                pass
        self._temp_dirs.clear()


def _normalize_androguard_operands(op_name: str, output: str) -> str:
    """Normalize androguard instruction output to match apktool smali format.

    Androguard's get_output() differs from apktool in two key ways:
    1. invoke-* operands lack {braces} around registers:
       androguard: 'v0, v1, Lcom/Foo;->bar()V'
       apktool:    '{v0, v1}, Lcom/Foo;->bar()V'
    2. Field instructions use a space instead of colon between name and type:
       androguard: 'v0, v1, LA;->field Ljava/lang/String;'
       apktool:    'v0, v1, LA;->field:Ljava/lang/String;'
    """
    # invoke-* instructions: wrap register args in {braces}
    if op_name.startswith("invoke-"):
        # Find the class/method reference (starts with L or [)
        # Split on ', ' and find where the reference begins
        parts = output.split(", ")
        reg_parts = []
        ref_idx = None
        for i, part in enumerate(parts):
            stripped = part.strip()
            if stripped.startswith("L") or stripped.startswith("["):
                ref_idx = i
                break
            reg_parts.append(part)

        if ref_idx is not None and reg_parts:
            regs = ", ".join(reg_parts)
            ref = ", ".join(parts[ref_idx:])
            return "{" + regs + "}, " + ref
        elif reg_parts:
            # No reference found — just wrap all as registers
            return "{" + ", ".join(reg_parts) + "}"

    # Field instructions: fix 'field Ltype;' → 'field:Ltype;'
    if op_name.startswith(("iget", "iput", "sget", "sput")):
        # Pattern: '... ClassName;->fieldName Ltype;' or '... ClassName;->fieldName [Ltype;'
        # The space between fieldName and the type descriptor should be a colon
        arrow_idx = output.find("->")
        if arrow_idx != -1:
            after_arrow = output[arrow_idx + 2:]
            # Find the space before the type descriptor
            space_idx = after_arrow.find(" ")
            if space_idx != -1:
                remaining = after_arrow[space_idx + 1:]
                # Check that what follows is a type descriptor
                if remaining.startswith(("L", "[", "Z", "B", "S", "C",
                                         "I", "J", "F", "D")):
                    after_arrow = after_arrow[:space_idx] + ":" + remaining
                    output = output[:arrow_idx + 2] + after_arrow

    return output


def _normalize_java(source: str) -> str:
    """Normalize Java source for consistent hashing.

    Strip leading/trailing whitespace, normalize indentation.
    """
    lines = []
    for line in source.split("\n"):
        stripped = line.strip()
        if stripped:
            lines.append(stripped)
    return "\n".join(lines)