Wan Wu

22 papers C 10Journal 11Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Hyun-Sung Jang, Daniel K. Zhou, Xu Liu, Wan Wu, Allen M. Larar, Anna M. Noe
2025 J jnl
IEEE Trans. Geosci. Remote. Sens.
Xiaozhen Xiong, Xu Liu, Wan Wu, Liqiao Lei, Qiguang Yang, Allen M. Larar
2024 C conf
IGARSS
Rajendra Bhatt, Yolanda Shea, Wan Wu, Qiguang Yang, Daniel Goldin, Matthew Little, Xu Liu, Nitchie Smith
2024 C conf
IGARSS
Wan Wu, Xu Liu, Liqiao Lei, Xiaozhen Xiong, Qiguang Yang, Qing Yue, Sun Wong, Tao Wang, Lihang Zhou, Daniel K. Zhou, Allen M. Larar
2024 C conf
IGARSS
Xiaozhen Xiong, Xu Liu, Wan Wu, Qiguang Yang, Liqiao Lei, Daniel K. Zhou, Allen M. Larar
2024 J jnl
Remote. Sens.
Wan Wu, Xu Liu, Xiaozhen Xiong, Qiguang Yang, Lihang Zhou, Liqiao Lei, Daniel K. Zhou, Allen M. Larar
2024 J jnl
IEEE Trans. Geosci. Remote. Sens.
Wan Wu, Xu Liu, Qiguang Yang, Jon C. Currey, Aron Bartle, Adam Thurston, Natividad Manalo-Smith, Yolanda L. Shea, Rajendra Bhatt
2023 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Hyun-Sung Jang, Xu Liu, Daniel K. Zhou, Wan Wu, Allen M. Larar, Qiguang Yang
2022 C conf
IGARSS
Xiaozhen Xiong, Xu Liu, Wan Wu, Qiguang Yang, Daniel K. Zhou
2022 C conf
IGARSS
Wan Wu, Xu Liu, Xiaozhen Xiong, Qiguang Yang, Allen M. Larar, Daniel K. Zhou
2021 C conf
IGARSS
Xiaozhen Xiong, Xu Liu, Wan Wu, Qiguang Yang, Jason Welsh, Daniel K. Zhou
2020 J jnl
Sensors
Qiguang Yang, Xu Liu, Wan Wu
2020 C conf
IGARSS
Yolanda Shea, Gary Fleming, Greg Kopp, Constantine Lukashin, Peter Pilewskie, Paul Smith, Kurt J. Thome, Bruce A. Wielicki, Xu Liu, Wan Wu
2020 C conf
IGARSS
Wan Wu, Xu Liu, Qiguang Yang, Daniel Goldin, Yolanda L. Shea, Jon C. Currey, Aron Bartle, Constantine Lukashin
2020 J jnl
IISE Trans.
Wan Wu, René M. B. M. de Koster, Yugang Yu
2020 J jnl
Remote. Sens.
Wan Wu, Xu Liu, Qiguang Yang, Daniel K. Zhou, Allen M. Larar
2019 conf
ICSAI
Bowen Wang, Hong Lu, Peilin Li, Minghui Yang, Wan Wu, Zhuolin Ye, Shaojun Wang, Xinbao Zhang
2019 C conf
IGARSS
Wan Wu, Xu Liu, Qiguang Yang, Daniel K. Zhou, Allen M. Larar, Ming Zhao, Lihang Zhou
2019 J jnl
Clust. Comput.
Yu Li, Meiyu Qian, Pengfeng Liu, Qian Cai, Xiaoying Li, Junwen Guo, Huan Yan, Fengyuan Yu, Kun Yuan, Juan Yu, Luman Qin, Hongxin Liu, Wan Wu, Peiyun Xiao, Ziwei Zhou
2017 J jnl
IEEE Trans. Geosci. Remote. Sens.
Wan Wu, Xu Liu, Daniel K. Zhou, Allen M. Larar, Qiguang Yang, Susan H. Kizer, Quanhua (Mark) Liu
2016 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Daniel K. Zhou, Xu Liu, Allen M. Larar, Jialin Tian, William L. Smith, Susan H. Kizer, Wan Wu, Quanhua (Mark) Liu, Mitch D. Goldberg
2016 C conf
IGARSS
Quanhua (Mark) Liu, Xionzhen Xiong, Flavio Iturbide-Sanchez, Xu Liu, Wan Wu, Antonia Gambacorta
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