Ilya Levner

16 papers A* 3B 2C 1Journal 5Unranked 4
YearRankTypeTitle / Venue / Authors
2009 J jnl
Pattern Recognit. Lett.
Dipti Prasad Mukherjee, Yury Potapovich, Ilya Levner, Hong Zhang
2009 conf
MICCAI (1)
Ilya Levner, Sylvia Drabycz, Gloria Roldan, Paula De Robles, J. Gregory Cairncross, Joseph Ross Mitchell
2008 J jnl
J. Multiple Valued Log. Soft Comput.
Greg Lee, Vadim Bulitko, Ilya Levner
2008 J jnl
EURASIP J. Adv. Signal Process.
Ilya Levner, Hong Zhang, Russell Greiner
2008 B conf
ICIP
Ilya Levner, Russell Greiner, Hong Zhang
2007 J jnl
IEEE Trans. Image Process.
Ilya Levner, Hong Zhang
2006 ch.
Feature Extraction
Ilya Levner, Vadim Bulitko, Guohui Lin
2006 A* conf
ICRA
Ilya Levner, Alex Kovarsky, Hong Zhang
2005 conf
WACV/MOTION
Ilya Levner, Vadim Bulitko
2005 J jnl
BMC Bioinform.
Ilya Levner
2005 C conf
ICMLA
Mark Schmidt, Ilya Levner, Russell Greiner, Albert Murtha, Aalo Bistritz
2004 B conf
IEEE Congress on Evolutionary Computation
Greg Lee, Vadim Bulitko, Ilya Levner
2004 A* conf
AAAI
Ilya Levner, Vadim Bulitko
2003 A* conf
IJCAI
Vadim Bulitko, Lihong Li, Russell Greiner, Ilya Levner
2003 conf
Australian Conference on Artificial Intelligence
Ilya Levner, Vadim Bulitko, Lihong Li, Greg Lee, Russell Greiner
2002 conf
SARA
Ilya Levner, Vadim Bulitko, Omid Madani, Russell Greiner
redb/extractors/decompiler/bninja/analysis/scores.py
← Index redb/extractors/decompiler/bninja/analysis/scores.py python
from collections import deque
from binaryninja import highlevelil
from binaryninja.enums import HighLevelILOperation


class ObfuscationScores:
    def __init__(self, hlil_function):
        self.function = hlil_function
        self._basic_blocks = list(hlil_function.basic_blocks) if hlil_function and hlil_function.basic_blocks else []
        self._block_count = len(self._basic_blocks)

    def flattened_score(self):
        """
        A heuristic for detecting control flow flattening from Tim Blazytko.
        Source: https://www.synthesis.to/2021/03/03/flattening_detection.html
        """
        if self._block_count == 0:
            return 0.0

        max_flattening_ratio = 0.0

        for basic_block in self._basic_blocks:
            dominated = get_dominated_by(basic_block)
            if not any(edge.source in dominated for edge in basic_block.incoming_edges):
                continue
            ratio = len(dominated) / self._block_count
            if ratio > max_flattening_ratio:
                max_flattening_ratio = ratio

        return max_flattening_ratio

    def MBA_score(self):
        """
        Score for MBA is obtained by the number of instructions that have at least one arithmetic operation and
        one logic operation DIVIDED by the number of instructions.
        """
        total = 0
        mba_count = 0

        for ins in self.function.instructions:
            total += 1
            if uses_mba(ins):
                mba_count += 1

        if total == 0:
            return 0.0

        return mba_count / total

def get_dominated_by(dominator):
    """
    Get the dominators that are dominated by the given dominator.
    (To recall the theory, a basic block B is called dominator for A if every path from START
    to A must include B)
    """
    result = set()
    worklist = deque([dominator])

    while worklist:
        block = worklist.popleft()
        if block in result:
            continue
        result.add(block)
        worklist.extend(block.dominator_tree_children)

    return result

_ARITHMETIC_OPS = frozenset({
    HighLevelILOperation.HLIL_ADD,
    HighLevelILOperation.HLIL_NEG,
    HighLevelILOperation.HLIL_SUB,
    HighLevelILOperation.HLIL_MUL,
    HighLevelILOperation.HLIL_DIVS,
    HighLevelILOperation.HLIL_MODS,
})

_LOGIC_OPS = frozenset({
    HighLevelILOperation.HLIL_NOT,
    HighLevelILOperation.HLIL_AND,
    HighLevelILOperation.HLIL_OR,
    HighLevelILOperation.HLIL_XOR,
    HighLevelILOperation.HLIL_LSR,
    HighLevelILOperation.HLIL_LSL,
})

_MBA_OPS = _ARITHMETIC_OPS | _LOGIC_OPS

def uses_mba(hlil_instruction):
    uses_logic = False
    uses_arithmetic = False
    stack = [hlil_instruction]

    while stack:
        instruction = stack.pop()

        if not isinstance(instruction, highlevelil.HighLevelILInstruction):
            continue

        op = instruction.operation

        if op not in _MBA_OPS:
            for operand in instruction.operands:
                if isinstance(operand, highlevelil.HighLevelILInstruction):
                    stack.append(operand)
            continue

        if op in _ARITHMETIC_OPS:
            uses_arithmetic = True
        else:
            uses_logic = True

        if uses_logic and uses_arithmetic:
            return True

        for operand in instruction.operands:
            if isinstance(operand, highlevelil.HighLevelILInstruction):
                stack.append(operand)

    return False