Raju Shrestha

56 papers B 3C 7Misc 3Journal 9Unranked 34
YearRankTypeTitle / Venue / Authors
2025 conf
FLLM
Raju Shrestha, Nikhil Amatya
2025 conf
CSAI
Zara Mudassar, Raju Shrestha
2025 conf
ICCBDC
Raju Shrestha, Fatema Tuz Sabiha
2025 conf
EUSIPCO
Frencis Balla, Raju Shrestha
2024 conf
PETRA
Ifunanya Barbara Onyekwelu, Raju Shrestha, Frode Eika Sandnes
2024 conf
MIPR
Raju Shrestha, Hanne Korneliussen
2024 J jnl
IEEE Trans. Commun.
Daniel Romero, Pham Q. Viet, Raju Shrestha
2024 conf
VTC Spring
Daniel Romero, Tien Ngoc Ha, Raju Shrestha, Massimo Franceschetti
2024 Misc conf
UCC
Raju Shrestha, Ali Abdi Nur Ali
2024 B conf
IC2E
Raju Shrestha, Akash Ray
2024 conf
ICITL (2)
Ananta Devkota, Shashank Gupta, Raju Shrestha, Frode Eika Sandnes
2024 J jnl
IEEE Trans. Wirel. Commun.
Daniel Romero, Tien Ngoc Ha, Raju Shrestha, Massimo Franceschetti
2023 C conf
CLOSER
Raju Shrestha, Tahzeena Tandel
2023 J jnl
CoRR
Daniel Romero, Tien Ngoc Ha, Raju Shrestha, Massimo Franceschetti
2023 J jnl
Expert Syst. Appl.
Bineeth Kuriakose, Raju Shrestha, Frode Eika Sandnes
2023 conf
CHItaly
Bineeth Kuriakose, Raju Shrestha, Frode Eika Sandnes
2023 conf
SmartCloud
Raju Shrestha, Beebu Nisha
2023 J jnl
CoRR
Raju Shrestha, Tien Ngoc Ha, Pham Q. Viet, Daniel Romero
2023 conf
ICCPR
Håkon Guttulsrud, Mathias Sandnes, Raju Shrestha
2023 J jnl
IEEE Trans. Wirel. Commun.
Raju Shrestha, Daniel Romero, Sundeep Prabhakar Chepuri
2022 Misc conf
ICMLC
Raju Shrestha
2022 conf
HCI (8)
Bineeth Kuriakose, Raju Shrestha, Frode Eika Sandnes
2022 Misc conf
UCC
Raju Shrestha, Beebu Nisha
2022 conf
IHAW
Bineeth Kuriakose, Irina Cosescu, Raju Shrestha, Frode Eika Sandnes
2022 J jnl
CoRR
Raju Shrestha, Daniel Romero, Sundeep Prabhakar Chepuri
2021 conf
AICCC
Raju Shrestha
2021 conf
IntelliSys (2)
Bineeth Kuriakose, Raju Shrestha, Frode Eika Sandnes
2021 B conf
SMC
Bineeth Kuriakose, Raju Shrestha, Frode Eika Sandnes
2021 conf
PETRA
Bineeth Kuriakose, Raju Shrestha, Frode Eika Sandnes
2020 conf
iSCI
Abhijeet Sapkota, Raju Shrestha
2020 conf
MLSP
Daniel Romero, Raju Shrestha, Yves Teganya, Sundeep Prabhakar Chepuri
2020 J jnl
Multimodal Technol. Interact.
Bineeth Kuriakose, Raju Shrestha, Frode Eika Sandnes
2020 C conf
CLOSER
Raju Shrestha
2020 conf
HCI (9)
Bineeth Kuriakose, Raju Shrestha, Frode Eika Sandnes
2020 conf
ICCMS
Raju Shrestha
2019 C conf
CLOSER
Naveed Khan, Raju Shrestha
2019 C conf
MEDES
Naveed Khan, Hårek Haugerud, Raju Shrestha, Anis Yazidi
2018 conf
SITIS
Raju Shrestha, Jon Yngve Hardeberg
2017 C conf
CLOSER
Raju Shrestha
2016 conf
UD
Raju Shrestha
2015 conf
CIC
Raju Shrestha, Jon Yngve Hardeberg
2015 conf
Image Processing: Machine Vision Applications
Raju Shrestha, Jon Yngve Hardeberg
2014 conf
CIC
Raju Shrestha, Jon Yngve Hardeberg
2014 C conf
ICISP
Raju Shrestha, Jon Yngve Hardeberg
2013 conf
CCIW
Raju Shrestha, Jon Yngve Hardeberg
2013 conf
CIC
Raju Shrestha, Jon Yngve Hardeberg
2012 conf
CVMP
Vamsidhar Reddy, Alexander Eichhorn, Jon Yngve Hardeberg, Raju Shrestha
2012 conf
CGIV
Raju Shrestha, Jon Yngve Hardeberg
2012 conf
Sensors, Cameras, and Systems for Industrial and Scientific Applications
Raju Shrestha, Jon Yngve Hardeberg
2012 conf
SITIS
Raju Shrestha, Jon Yngve Hardeberg, Clotilde Boust
2012 C conf
ICISP
Raju Shrestha, Jon Yngve Hardeberg
2011 J jnl
EURASIP J. Adv. Signal Process.
Raju Shrestha, Alamin Mansouri, Jon Yngve Hardeberg
2011 conf
Digital Photography
Raju Shrestha, Jon Yngve Hardeberg, Alamin Mansouri
2011 conf
Sensors, Cameras, and Systems for Industrial, Scientific, and Consumer Applications
Raju Shrestha, Jon Yngve Hardeberg, Rahat Khan
2010 conf
EUSIPCO
Raju Shrestha, Jon Yngve Hardeberg
2005 B conf
PAKDD
Raju Shrestha, Yaping Lin
redb/extractors/macho_extractors/macho_similarity_hashes.py
← Index redb/extractors/macho_extractors/macho_similarity_hashes.py python
import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor


class MachOSimilarityHashExtractor(MachOExtractor):
    """Extract Mach-O similarity hashes using machofile API.

    Similarity hashes are MD5 fingerprints of sorted, deduplicated binary components:
    - dylib_hash: MD5 of dynamic library names
    - import_hash: MD5 of imported function names
    - export_hash: MD5 of exported symbol names
    - entitlement_hash: MD5 of entitlement names and array values
    - symhash: MD5 of external undefined symbols

    For FAT binaries:
    - Inserts one row per architecture slice with per-slice hashes
    - Inserts one row for the FAT container with combined hashes

    For single-arch binaries:
    - Inserts one row with that architecture's hashes

    Note: parent_sha256 and architecture relationships are tracked in redb_basic_properties,
    not duplicated here. Use JOIN with redb_basic_properties when needed.
    """

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        macho=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            macho,
        )
        self.elastic_index = self.index_prefix + "-macho_hashes"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def tag(self):
        return Tag.MACHO_HASHES.value

    def _extract_similarity_hashes(self, arch_name=None):
        """Extract similarity hashes for a specific architecture."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            similarity_hashes = self.macho.get_similarity_hashes(arch=arch_name)
            return similarity_hashes if similarity_hashes else None
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes for arch {arch_name}: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            if not self.macho:
                return None

            architectures = self.macho.get_architectures()
            if not architectures:
                return None

            if len(architectures) > 1:
                # FAT binary - return combined hashes + per-arch hashes
                results = []

                # First add combined hashes for the FAT container
                all_hashes = self.macho.get_similarity_hashes()
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    combined_hashes['arch_identifier'] = 'fat'
                    results.append(combined_hashes)

                # Then add per-arch hashes
                for arch_name in architectures:
                    hashes = self._extract_similarity_hashes(arch_name)
                    if hashes:
                        hashes['arch_identifier'] = arch_name
                        results.append(hashes)
                return results
            else:
                # Single architecture - return single result
                return self._extract_similarity_hashes(architectures[0])
        except Exception as e:
            self.log.error(f"Error extracting similarity hashes: {e}")
            return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ElasticsearchExporter":
            return self.extract()
        elif exporter_type == "ClickHouseExporter":
            if not self.macho:
                return None

            try:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            data = []
            current_time = datetime.now(timezone.utc)

            # For FAT binaries, first insert a row for the container with combined hashes
            if is_fat:
                all_hashes = self.macho.get_similarity_hashes()  # Without arch returns all including 'combined'
                combined_hashes = all_hashes.get('combined', {}) if all_hashes else {}
                if combined_hashes:
                    data.append([
                        self.sha256,                                    # sha256 (FAT container)
                        combined_hashes.get('dylib_hash'),              # dylib_hash
                        combined_hashes.get('import_hash'),             # import_hash
                        combined_hashes.get('export_hash'),             # export_hash
                        combined_hashes.get('entitlement_hash'),        # entitlement_hash
                        combined_hashes.get('symhash'),                 # symhash
                        current_time,                                   # analysis_date
                    ])

            # Insert rows for each architecture slice
            for arch_name in architectures:
                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific sha256 for {arch_name}: {e}")
                    arch_sha256 = self.sha256

                # Get similarity hashes for this architecture
                similarity_hashes = self._extract_similarity_hashes(arch_name)
                if not similarity_hashes:
                    continue

                data.append([
                    arch_sha256,                                    # sha256 (arch-specific)
                    similarity_hashes.get('dylib_hash'),            # dylib_hash
                    similarity_hashes.get('import_hash'),           # import_hash
                    similarity_hashes.get('export_hash'),           # export_hash
                    similarity_hashes.get('entitlement_hash'),      # entitlement_hash
                    similarity_hashes.get('symhash'),               # symhash
                    current_time,                                   # analysis_date
                ])

            if not data:
                return None

            column_names = [
                'sha256',
                'macho_dylib_hash', 'macho_import_hash', 'macho_export_hash',
                'macho_entitlement_hash', 'macho_symhash',
                'analysis_date'
            ]

            column_type_names = [
                'FixedString(64)',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'Nullable(FixedString(32))', 'Nullable(FixedString(32))',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

        return None

    def get_clickhouse_table(self) -> str:
        return "redb_hashes"