Haidong Zhu

48 papers A* 4A 4B 6Misc 1Journal 26Unranked 7
YearRankTypeTitle / Venue / Authors
2025 conf
MLMI@MICCAI
Shiyun Chen, Li Lin, Pujin Cheng, ZhiCheng Jin, JianJian Chen, Haidong Zhu, Kenneth K. Y. Wong, Xiaoying Tang
2024 A conf
WACV
Zhaoheng Zheng, Haidong Zhu, Ram Nevatia
2024 conf
ECCV (6)
Haidong Zhu, Tianyu Ding, Tianyi Chen, Ilya Zharkov, Ram Nevatia, Luming Liang
2024 J jnl
Remote. Sens.
Yonglin Cui, Shuhan Liao, Juncheng Gao, Haidong Zhu, Nengtong Zhao, An Luo
2024 J jnl
CoRR
Shiyun Chen, Li Lin, Pujin Cheng, ZhiCheng Jin, JianJian Chen, Haidong Zhu, Kenneth K. Y. Wong, Xiaoying Tang
2024 J jnl
IEEE Trans. Biom. Behav. Identity Sci.
Wanrong Zheng, Haidong Zhu, Zhaoheng Zheng, Ram Nevatia
2024 J jnl
CoRR
Wanrong Zheng, Haidong Zhu, Zhaoheng Zheng, Ram Nevatia
2024 J jnl
NeuroImage
Zixi Li, Keying Jiang, Ye Zhu, Hanxiao Du, Hohjin Im, Yingying Zhu, Lei Feng, Wenwei Zhu, Guang Zhao, Xuji Jia, Ying Hu, Haidong Zhu, Qiong Yao, He Wang, Qiang Wang
2024 A* conf
CVPR
Zhaoheng Zheng, Jingmin Wei, Xuefeng Hu, Haidong Zhu, Ram Nevatia
2024 A* conf
CVPR
Haidong Zhu, Pranav Budhwant, Zhaoheng Zheng, Ram Nevatia
2024 A conf
WACV
Haidong Zhu, Wanrong Zheng, Zhaoheng Zheng, Ram Nevatia
2024 J jnl
Sensors
Deborah A. Jehu, Ryan Langston, Richard Sams, Lufei Young, Mark Hamrick, Haidong Zhu, Yanbin Dong
2023 B conf
IJCB
Kien Nguyen, Clinton Fookes, Sridha Sridharan, Feng Liu, Xiaoming Liu, Arun Ross, Dana Michalski, Huy Nguyen, Debayan Deb, Mahak Kothari, Manisha Saini, Dawei Du, Scott McCloskey, Gabriel Bertocco, Fernanda A. Andaló, Terrance E. Boult, Anderson Rocha, Haidong Zhu, Zhaoheng Zheng, Ram Nevatia, Zaigham A. Randhawa, Sinan Sabri, Gianfranco Doretto
2023 J jnl
CoRR
Zhaoheng Zheng, Haidong Zhu, Ram Nevatia
2023 conf
CVPR Workshops
Haidong Zhu, Zhaoheng Zheng, Wanrong Zheng, Ram Nevatia
2023 J jnl
CoRR
Haidong Zhu, Zhaoheng Zheng, Wanrong Zheng, Ram Nevatia
2023 J jnl
CoRR
Haidong Zhu, Tianyu Ding, Tianyi Chen, Ilya Zharkov, Ram Nevatia, Luming Liang
2023 A conf
WACV
Haidong Zhu, Zhaoheng Zheng, Ram Nevatia
2023 B conf
IJCB
Haidong Zhu, Wanrong Zheng, Zhaoheng Zheng, Ram Nevatia
2023 J jnl
CoRR
Haidong Zhu, Wanrong Zheng, Zhaoheng Zheng, Ram Nevatia
2023 J jnl
CoRR
Zhaoheng Zheng, Jingmin Wei, Xuefeng Hu, Haidong Zhu, Ram Nevatia
2023 A* conf
ICRA
Haidong Zhu, Yuyin Sun, Chi Liu, Lu Xia, Jiajia Luo, Nan Qiao, Ram Nevatia, Cheng-Hao Kuo
2023 J jnl
CoRR
Haidong Zhu, Wanrong Zheng, Zhaoheng Zheng, Ram Nevatia
2023 J jnl
CoRR
Tianyu Ding, Tianyi Chen, Haidong Zhu, Jiachen Jiang, Yiqi Zhong, Jinxin Zhou, Guangzhi Wang, Zhihui Zhu, Ilya Zharkov, Luming Liang
2022 J jnl
CoRR
Haidong Zhu, Zhaoheng Zheng, Ram Nevatia
2022 B conf
ICPR
Haidong Zhu, Ye Yuan, Yiheng Zhu, Xiao Yang, Ram Nevatia
2022 Misc conf
ICASSP
Haidong Zhu, Zhaoheng Zheng, Mohammad Soleymani, Ram Nevatia
2022 B conf
ICPR
Haidong Zhu, Zhaoheng Zheng, Ram Nevatia
2021 A conf
WACV
Haidong Zhu, Arka Sadhu, Zhaoheng Zheng, Ram Nevatia
2020 conf
CVPR Workshops
Chuanzi He, Haidong Zhu, Jiyang Gao, Kan Chen, Ram Nevatia
2020 J jnl
CoRR
Chuanzi He, Haidong Zhu, Jiyang Gao, Kan Chen, Ram Nevatia
2020 conf
ECCV (8)
Yueqi Duan, Haidong Zhu, He Wang, Li Yi, Ram Nevatia, Leonidas J. Guibas
2020 J jnl
CoRR
Yueqi Duan, Haidong Zhu, He Wang, Li Yi, Ram Nevatia, Leonidas J. Guibas
2020 J jnl
CoRR
Haidong Zhu, Arka Sadhu, Zhaoheng Zheng, Ram Nevatia
2019 A* conf
CVPR
Brian Matejek, Daniel Haehn, Haidong Zhu, Donglai Wei, Toufiq Parag, Hanspeter Pfister
2019 J jnl
Genom. Proteom. Bioinform.
Ruilin Li, Xiaoyu He, Chuangchuang Dai, Haidong Zhu, Xianyu Lang, Wei Chen, Xiaodong Li, Dan Zhao, Yu Zhang, Xinyin Han, Tie Niu, Yi Zhao, Rongqiang Cao, Rong He, Zhonghua Lu, Xuebin Chi, Weizhong Li, Beifang Niu
2019 J jnl
Genom. Proteom. Bioinform.
Shanyu Chen, Zhipeng He, Xinyin Han, Xiaoyu He, Ruilin Li, Haidong Zhu, Dan Zhao, Chuangchuang Dai, Yu Zhang, Zhonghua Lu, Xuebin Chi, Beifang Niu
2019 conf
MICCAI (6)
Haidong Zhu, Jialin Shi, Ji Wu
2019 J jnl
CoRR
Haidong Zhu, Jialin Shi, Ji Wu
2015 J jnl
Appl. Math. Lett.
Mingxing Chen, Hengchun Hu, Haidong Zhu
2012 J jnl
IEEE Trans. Inf. Theory
Dumitru Mihai Ionescu, Haidong Zhu
2006 J jnl
CoRR
Dumitru Mihai Ionescu, Haidong Zhu
2006 J jnl
IEEE Trans. Signal Process.
Behrouz Farhang-Boroujeny, Haidong Zhu, Zhenning Shi
2005 conf
ICASSP (3)
Haidong Zhu, Zhenning Shi, Behrouz Farhang-Boroujeny
2005 J jnl
IEEE Signal Process. Lett.
Haidong Zhu, Behrouz Farhang-Boroujeny, Rong-Rong Chen
2004 B conf
ISIT
Haidong Zhu, Rong-Rong Chen, Behrouz Farhang-Boroujeny
2004 B conf
GLOBECOM
Zhenning Shi, Haidong Zhu, Behrouz Farhang-Boroujeny
2003 J jnl
IEEE Commun. Lett.
Haidong Zhu, Behrouz Farhang-Boroujeny, Christian Schlegel
redb/ext/spoof_check.py
← Index redb/ext/spoof_check.py python
import copy
import struct
from enum import Enum

"""
Checks that the metadata within a file's Rich header does not contradict the
other metadata contained within it.

References:
    https://gist.github.com/skochinsky/07c8e95e33d9429d81a75622b5d24c8b
    https://www.sec.in.tum.de/i20/publications/finding-the-needle-a-study-of-
    the-pe32-rich-header-and-respective-malware-triage
"""

KNOWN_PRODUCT_IDS = {
    0: "Unknown",
    1: "Import0",
    2: "Linker510",
    3: "Cvtomf510",
    4: "Linker600",
    5: "Cvtomf600",
    6: "Cvtres500",
    7: "Utc11_Basic",
    8: "Utc11_C",
    9: "Utc12_Basic",
    10: "Utc12_C",
    11: "Utc12_CPP",
    12: "AliasObj60",
    13: "VisualBasic60",
    14: "Masm613",
    15: "Masm710",
    16: "Linker511",
    17: "Cvtomf511",
    18: "Masm614",
    19: "Linker512",
    20: "Cvtomf512",
    21: "Utc12_C_Std",
    22: "Utc12_CPP_Std",
    23: "Utc12_C_Book",
    24: "Utc12_CPP_Book",
    25: "Implib700",
    26: "Cvtomf700",
    27: "Utc13_Basic",
    28: "Utc13_C",
    29: "Utc13_CPP",
    30: "Linker610",
    31: "Cvtomf610",
    32: "Linker601",
    33: "Cvtomf601",
    34: "Utc12_1_Basic",
    35: "Utc12_1_C",
    36: "Utc12_1_CPP",
    37: "Linker620",
    38: "Cvtomf620",
    39: "AliasObj70",
    40: "Linker621",
    41: "Cvtomf621",
    42: "Masm615",
    43: "Utc13_LTCG_C",
    44: "Utc13_LTCG_CPP",
    45: "Masm620",
    46: "ILAsm100",
    47: "Utc12_2_Basic",
    48: "Utc12_2_C",
    49: "Utc12_2_CPP",
    50: "Utc12_2_C_Std",
    51: "Utc12_2_CPP_Std",
    52: "Utc12_2_C_Book",
    53: "Utc12_2_CPP_Book",
    54: "Implib622",
    55: "Cvtomf622",
    56: "Cvtres501",
    57: "Utc13_C_Std",
    58: "Utc13_CPP_Std",
    59: "Cvtpgd1300",
    60: "Linker622",
    61: "Linker700",
    62: "Export622",
    63: "Export700",
    64: "Masm700",
    65: "Utc13_POGO_I_C",
    66: "Utc13_POGO_I_CPP",
    67: "Utc13_POGO_O_C",
    68: "Utc13_POGO_O_CPP",
    69: "Cvtres700",
    70: "Cvtres710p",
    71: "Linker710p",
    72: "Cvtomf710p",
    73: "Export710p",
    74: "Implib710p",
    75: "Masm710p",
    76: "Utc1310p_C",
    77: "Utc1310p_CPP",
    78: "Utc1310p_C_Std",
    79: "Utc1310p_CPP_Std",
    80: "Utc1310p_LTCG_C",
    81: "Utc1310p_LTCG_CPP",
    82: "Utc1310p_POGO_I_C",
    83: "Utc1310p_POGO_I_CPP",
    84: "Utc1310p_POGO_O_C",
    85: "Utc1310p_POGO_O_CPP",
    86: "Linker624",
    87: "Cvtomf624",
    88: "Export624",
    89: "Implib624",
    90: "Linker710",
    91: "Cvtomf710",
    92: "Export710",
    93: "Implib710",
    94: "Cvtres710",
    95: "Utc1310_C",
    96: "Utc1310_CPP",
    97: "Utc1310_C_Std",
    98: "Utc1310_CPP_Std",
    99: "Utc1310_LTCG_C",
    100: "Utc1310_LTCG_CPP",
    101: "Utc1310_POGO_I_C",
    102: "Utc1310_POGO_I_CPP",
    103: "Utc1310_POGO_O_C",
    104: "Utc1310_POGO_O_CPP",
    105: "AliasObj710",
    106: "AliasObj710p",
    107: "Cvtpgd1310",
    108: "Cvtpgd1310p",
    109: "Utc1400_C",
    110: "Utc1400_CPP",
    111: "Utc1400_C_Std",
    112: "Utc1400_CPP_Std",
    113: "Utc1400_LTCG_C",
    114: "Utc1400_LTCG_CPP",
    115: "Utc1400_POGO_I_C",
    116: "Utc1400_POGO_I_CPP",
    117: "Utc1400_POGO_O_C",
    118: "Utc1400_POGO_O_CPP",
    119: "Cvtpgd1400",
    120: "Linker800",
    121: "Cvtomf800",
    122: "Export800",
    123: "Implib800",
    124: "Cvtres800",
    125: "Masm800",
    126: "AliasObj800",
    127: "PhoenixPrerelease",
    128: "Utc1400_CVTCIL_C",
    129: "Utc1400_CVTCIL_CPP",
    130: "Utc1400_LTCG_MSIL",
    131: "Utc1500_C",
    132: "Utc1500_CPP",
    133: "Utc1500_C_Std",
    134: "Utc1500_CPP_Std",
    135: "Utc1500_CVTCIL_C",
    136: "Utc1500_CVTCIL_CPP",
    137: "Utc1500_LTCG_C",
    138: "Utc1500_LTCG_CPP",
    139: "Utc1500_LTCG_MSIL",
    140: "Utc1500_POGO_I_C",
    141: "Utc1500_POGO_I_CPP",
    142: "Utc1500_POGO_O_C",
    143: "Utc1500_POGO_O_CPP",
    144: "Cvtpgd1500",
    145: "Linker900",
    146: "Export900",
    147: "Implib900",
    148: "Cvtres900",
    149: "Masm900",
    150: "AliasObj900",
    151: "Resource900",
    152: "AliasObj1000",
    154: "Cvtres1000",
    155: "Export1000",
    156: "Implib1000",
    157: "Linker1000",
    158: "Masm1000",
    170: "Utc1600_C",
    171: "Utc1600_CPP",
    172: "Utc1600_CVTCIL_C",
    173: "Utc1600_CVTCIL_CPP",
    174: "Utc1600_LTCG_C ",
    175: "Utc1600_LTCG_CPP",
    176: "Utc1600_LTCG_MSIL",
    177: "Utc1600_POGO_I_C",
    178: "Utc1600_POGO_I_CPP",
    179: "Utc1600_POGO_O_C",
    180: "Utc1600_POGO_O_CPP",
    183: "Linker1010",
    184: "Export1010",
    185: "Implib1010",
    186: "Cvtres1010",
    187: "Masm1010",
    188: "AliasObj1010",
    199: "AliasObj1100",
    201: "Cvtres1100",
    202: "Export1100",
    203: "Implib1100",
    204: "Linker1100",
    205: "Masm1100",
    206: "Utc1700_C",
    207: "Utc1700_CPP",
    208: "Utc1700_CVTCIL_C",
    209: "Utc1700_CVTCIL_CPP",
    210: "Utc1700_LTCG_C ",
    211: "Utc1700_LTCG_CPP",
    212: "Utc1700_LTCG_MSIL",
    213: "Utc1700_POGO_I_C",
    214: "Utc1700_POGO_I_CPP",
    215: "Utc1700_POGO_O_C",
    216: "Utc1700_POGO_O_CPP",
    219: "Cvtres1200",
    220: "Export1200",
    221: "Implib1200",
    222: "Linker1200",
    223: "Masm1200",
    # Speculation
    224: "AliasObj1200",
    237: "Cvtres1210",
    238: "Export1210",
    239: "Implib1210",
    240: "Linker1210",
    241: "Masm1210",
    # Speculation
    242: "Utc1810_C",
    243: "Utc1810_CPP",
    244: "Utc1810_CVTCIL_C",
    245: "Utc1810_CVTCIL_CPP",
    246: "Utc1810_LTCG_C ",
    247: "Utc1810_LTCG_CPP",
    248: "Utc1810_LTCG_MSIL",
    249: "Utc1810_POGO_I_C",
    250: "Utc1810_POGO_I_CPP",
    251: "Utc1810_POGO_O_C",
    252: "Utc1810_POGO_O_CPP",
    255: "Cvtres1400",
    256: "Export1400",
    257: "Implib1400",
    258: "Linker1400",
    259: "Masm1400",
    260: "Utc1900_C",
    261: "Utc1900_CPP",
    # Speculation
    262: "Utc1900_CVTCIL_C",
    263: "Utc1900_CVTCIL_CPP",
    264: "Utc1900_LTCG_C ",
    265: "Utc1900_LTCG_CPP",
    266: "Utc1900_LTCG_MSIL",
    267: "Utc1900_POGO_I_C",
    268: "Utc1900_POGO_I_CPP",
    269: "Utc1900_POGO_O_C",
    270: "Utc1900_POGO_O_CPP",
}


class Result(Enum):
    VALID = 0
    INVALID = 1
    UNABLE_TO_PARSE = 2


def _rol(val, num):
    """Rotates val to the left by num bits."""
    return ((val << (num % 32)) & 0xFFFFFFFF) | (val >> (32 - (num % 32)))


def checksum_test(pe, rich_header):
    """Tests that the Rich header checksum is valid.

    Computes what the Rich header checksum should be. If the Rich header
    contains a different checksum value, this function returns INVALID
    This indicates that either the Rich header or MS-DOS stub has been modified

    The Rich header checksum is computed from the following:
        Length of the MS-DOS stub
        Contents of the MS-DOS stub, with e_lfanew zeroed out
        Rich header @Comp.IDs and lowest 5 bits of each count
    """
    if rich_header is None:
        rich_header = {}
    # Checksum stored in Rich header
    rich_checksum = rich_header.get("checksum", None)

    # Get DOS header data
    if pe.DOS_HEADER.e_lfanew > len(pe.__data__):
        return Result.UNABLE_TO_PARSE
    data = pe.__data__[: pe.DOS_HEADER.e_lfanew]

    # Get start marker
    mask = 0x536E6144  # DanS (little-endian)
    start_marker = struct.pack(
        "<LLLL", rich_checksum ^ mask, rich_checksum, rich_checksum, rich_checksum
    )
    if not len(start_marker):
        return Result.UNABLE_TO_PARSE

    # Get index of start marker
    start_index = data.find(start_marker)
    if start_index == -1:
        return Result.UNABLE_TO_PARSE

    # Get list of @Comp.IDs and counts from Rich header
    # Elements in rich_fields at even indices are @Comp.IDs
    # Elements in rich_fields at odd indices are counts
    rich_fields = copy.deepcopy(rich_header.get("values", None))
    if len(rich_fields) % 2 != 0:
        return Result.UNABLE_TO_PARSE

    # Compute cd as MS-DOS stub portion of checksum
    # Zero out e_lfanew from 0x3c to 0x3f
    cd = 0
    for i in range(start_index):
        if i >= 0x3C and i <= 0x3F:
            cd += _rol(0, i)
        else:
            cd += _rol(data[i], i)

    # Compute cd as Rich header portion of checksum
    cr = 0
    while len(rich_fields):
        compid = rich_fields.pop(0)
        count = rich_fields.pop(0)
        cr += _rol(compid, count & 0x1F)

    # Compute checksum from MS-DOS stub start index, cd, cr
    # Only keep lowest 32 bits
    checksum = (start_index + cd + cr) & 0xFFFFFFFF

    # Compare computed checksum with the checksum in the Rich header
    if checksum != rich_checksum:
        return Result.INVALID
    else:
        return Result.VALID


def duplicate_test(pe, rich_header):
    """Checks for duplicate @Comp.IDs in the Rich header.

    If the Rich header contains duplicate entries, returns INVALID
    This indicates that the Rich header has been modified
    """
    if rich_header is None:
        rich_header = {}

    # Get list of @Comp.IDs and counts from Rich header
    # Elements in rich_fields at even indices are @Comp.IDs
    # Elements in rich_fields at odd indices are counts
    rich_fields = copy.deepcopy(rich_header.get("values", None))
    if len(rich_fields) % 2 != 0:
        return Result.UNABLE_TO_PARSE

    # Get a list of @Comp.IDs in rich_fields
    compids = []
    for i in range(len(rich_fields)):
        if i % 2 == 0:
            compids.append(rich_fields[i])

    # Check if any @Comp.IDs are duplicates
    if len(compids) != len(set(compids)):
        return Result.INVALID

    return Result.VALID


def linker_test(pe, rich_header):
    """Checks that the Rich and PE header linker versions do not conflict.

    Certain Rich Header ProdIDs correspond to linker versions
    Although they are undocumented, we have used prior research as well as our
    own to determine many of them
    There are likely more linker version ProdIDs that we have not identified

    If the linker versions conflict, this function returns INVALID
    This indicates that the Rich header or PE header has been modified
    """
    if rich_header is None:
        rich_header = {}

    # Get list of @Comp.IDs and counts from Rich header
    # Elements in rich_fields at even indices are @Comp.IDs
    # Elements in rich_fields at odd indices are counts
    rich_fields = copy.deepcopy(rich_header.get("values", None))
    if len(rich_fields) % 2 != 0:
        return Result.UNABLE_TO_PARSE

    # Get list of ProdIDs from rich_fields
    prodids = []
    for i in range(len(rich_fields)):
        if i % 2 == 0:
            prodids.append(rich_fields[i] >> 16)

    # Parse major and minor linker versions from PE header
    pe_major = pe.OPTIONAL_HEADER.MajorLinkerVersion
    pe_minor = pe.OPTIONAL_HEADER.MinorLinkerVersion

    # Iterate over Rich header ProdIDs
    found_linker = False
    for prodid in prodids:

        # Only interested in ProdIDs that correspond to linker versions
        if KNOWN_PRODUCT_IDS.get(prodid) is None:
            continue
        prodid_name = KNOWN_PRODUCT_IDS[prodid]
        if not prodid_name.startswith("Linker"):
            continue

        found_linker = True

        # Parse major and minor linker version from ProdID
        prodid_name = prodid_name[6:]
        if prodid_name.endswith("p"):
            prodid_name = prodid_name[:-1]
        rich_major = int(prodid_name[:-2])
        rich_minor = int(prodid_name[-2:])

        # Check whether the Rich and PE linker versions match
        if pe_major == rich_major and pe_minor == rich_minor:
            return Result.VALID

    if not found_linker:
        return Result.UNABLE_TO_PARSE

    return Result.INVALID


def import_count_test(pe, rich_header):
    """Checks that import0 does not conflict with the IAT import count.

    The Rich header contains a ProdID called import0
    It is related to the number of imports in the IAT, but we are unsure how
    It is never less than the number of imports in the IAT

    If import0 is less than IAT import count, this function returns INVALID
    This indicates that the Rich header or IAT has been modified
    """
    if rich_header is None:
        rich_header = {}

    # Check whether the file has an IAT
    if not hasattr(pe, "DIRECTORY_ENTRY_IMPORT"):
        return Result.UNABLE_TO_PARSE

    # Get the number of imports in the IAT
    iat_count = 0
    for entry in pe.DIRECTORY_ENTRY_IMPORT:
        for imported_function in entry.imports:
            iat_count += 1

    # Get list of @Comp.IDs and counts from Rich header
    # Elements in rich_fields at even indices are @Comp.IDs
    # Elements in rich_fields at odd indices are counts
    rich_fields = copy.deepcopy(rich_header.get("values", None))
    if len(rich_fields) % 2 != 0:
        return Result.INVALID

    # Get @Comp.ID 65536 (ProdID Import0)
    import0_count = None
    while len(rich_fields):
        compid = rich_fields.pop(0)
        count = rich_fields.pop(0)
        if compid == 65536:
            import0_count = count

    # Legitimate files never have import0_count < iat_count
    if import0_count is None:
        return Result.VALID

    if import0_count < iat_count:
        return Result.INVALID

    return Result.VALID