Magnus Borga

45 papers B 11Misc 2Journal 13Unranked 16
YearRankTypeTitle / Venue / Authors
2018 J jnl
Pattern Recognit. Lett.
Thord Andersson, Magnus Borga, Olof Dahlqvist Leinhard
2016 B conf
ICPR
Magnus Borga, Thord Andersson, Olof Dahlqvist Leinhard
2016 J jnl
Pattern Recognit. Lett.
Rama Chellappa, Anders Heyden, Denis Laurendeau, Michael Felsberg, Magnus Borga
2014 conf
VCBM
Gunnar Läthén, Stefan Lindholm, Reiner Lenz, Magnus Borga
2014 ch.
Visualization and Processing of Tensors and Higher Order Descriptors for Multi-Valued Data
Rodrigo Moreno, Magnus Borga, Örjan Smedby
2013 J jnl
IEEE Trans. Image Process.
Thord Andersson, Gunnar Läthén, Reiner Lenz, Magnus Borga
2013 J jnl
Int. J. E Health Medical Commun.
Linda Rattfält, Maria Lindén, Peter Hult, Per Ask, Magnus Borga
2012 J jnl
IEEE Trans. Vis. Comput. Graph.
Gunnar Läthén, Stefan Lindholm, Reiner Lenz, Anders Persson, Magnus Borga
2012 B conf
Image Processing
Rodrigo Moreno, Magnus Borga, Örjan Smedby
2012 conf
ISBI
Rodrigo Moreno, Magnus Borga, Örjan Smedby
2011 conf
ISBI
Thobias Romu, Magnus Borga, Olof Dahlqvist Leinhard
2011 conf
ISBI
Rodrigo Moreno, Örjan Smedby, Magnus Borga
2010 J jnl
Pattern Recognit. Lett.
Gunnar Läthén, Jimmy Jonasson, Magnus Borga
2010 B conf
ICPR
Gunnar Läthén, Olivier Cros, Hans Knutsson, Magnus Borga
2009 conf
SCIA
Thord Andersson, Gunnar Läthén, Reiner Lenz, Magnus Borga
2009 conf
SCIA
Kajsa Tibell, Hagen Spies, Magnus Borga
2009 conf
SSVM
Gunnar Läthén, Thord Andersson, Reiner Lenz, Magnus Borga
2008 J jnl
IEEE J. Sel. Top. Signal Process.
Joakim Rydell, Hans Knutsson, Magnus Borga
2008 B conf
ICPR
Gunnar Läthén, Jimmy Jonasson, Magnus Borga
2008 B conf
ICPR
Olof Dahlqvist Leinhard, Andreas Johansson, Joakim Rydell, Örjan Smedby, Fredrik Nyström, Peter Lundberg, Magnus Borga
2008 Misc conf
ICASSP
Joakim Rydell, Magnus Borga, Hans Knutsson
2008 J jnl
IEEE Trans. Biomed. Eng.
Johanna Pettersson, Karljohan E. Lundin Palmerius, Hans Knutsson, Ola Wahlstrom, Bo Tillander, Magnus Borga
2007 conf
SCIA
Borja Rodríguez-Vila, Johanna Pettersson, Magnus Borga, Feliciano García-Vicente, Enrique J. Gómez, Hans Knutsson
2007 conf
MICCAI (1)
Joakim Rydell, Hans Knutsson, Johanna Pettersson, Andreas Johansson, Gunnar Farnebäck, Olof Dahlqvist Leinhard, Peter Lundberg, Fredrik Nyström, Magnus Borga
2007 conf
ISBI
Magnus Borga, Joakim Rydell
2006 conf
ICASSP (2)
Joakim Rydell, Hans Knutsson, Magnus Borga
2006 conf
ICPR (3)
Johanna Pettersson, Hans Knutsson, Magnus Borga
2006 B conf
ICIP
Johanna Pettersson, Hans Knutsson, Magnus Borga
2006 J jnl
NeuroImage
Joakim Rydell, Hans Knutsson, Magnus Borga
2006 B conf
ICIP
Joakim Rydell, Hans Knutsson, Magnus Borga
2004 conf
ISBI
Andreas Wrangsjö, Magnus Borga, Hans Knutsson
2004 J jnl
NeuroImage
Ola Friman, Magnus Borga, Peter Lundberg, Hans Knutsson
2004 conf
ISBI
Joakim Rydell, Magnus Borga, Hans Knutsson, Peter Lundberg
2004 conf
ISBI
Hans Knutsson, Mats T. Andersson, Magnus Borga, Lars Wigström, Andreas Sigfridsson
2003 J jnl
NeuroImage
Ola Friman, Magnus Borga, Peter Lundberg, Hans Knutsson
2002 J jnl
NeuroImage
Ola Friman, Magnus Borga, Peter Lundberg, Hans Knutsson
2002 J jnl
NeuroImage
Ola Friman, Magnus Borga, Peter Lundberg, Hans Knutsson
2002 conf
ICPR (1)
Ola Friman, Magnus Borga, Mikael Lundberg, Ulf Tylén, Hans Knutsson
2001 B conf
ESANN
Magnus Borga, Hans Knutsson
2000 ed.
ANNIMAB
Helge Malmgren, Magnus Borga, Lars Niklasson
2000 B conf
ICPR
Hans Knutsson, Mats T. Andersson, Magnus Borga, Johan Wiklund
2000 B conf
ICPR
Magnus Borga, Helge Malmgren, Hans Knutsson
1999 Misc conf
ICIAP
Hans Knutsson, Magnus Borga
1998
Magnus Borga
1998 B conf
ICPR
Hans Knutsson, Magnus Borga, Tomas Landelius
redb/extractors/macho_extractors/macho_imports.py
← Index redb/extractors/macho_extractors/macho_imports.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
from redb.models.dataclasses import MachOImport


class MachOImportExtractor(MachOExtractor):

    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_imports"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_imports(self, arch_name=None):
        """Extract import information from the MachO binary for a specific architecture.

        Handles machofile v2026.2.4+ API where get_imported_functions() returns:
        Dict[str, List[Dict]] where each dict has {'name': str, 'sources': [str, ...]}
        """
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            # Get imported functions using API for specific architecture
            imported_functions = self.macho.get_imported_functions(arch=arch_name)
            if not imported_functions:
                return None

            # Keep the library→functions mapping (like PE does)
            library_names = []
            imports_with_mapping = []  # List of {library: [(name, source), ...]}

            for dylib_name, functions in imported_functions.items():
                # v2026.2.4+: dylib_name is already str, but handle bytes for compatibility
                if isinstance(dylib_name, bytes):
                    dylib_name = dylib_name.decode('utf-8', errors='replace')
                library_names.append(dylib_name)

                # Process function entries
                func_list = []
                for func_entry in functions:
                    # v2026.2.4+: func_entry is {'name': str, 'sources': [str, ...]}
                    if isinstance(func_entry, dict):
                        func_name = func_entry.get('name', '')
                        # Join sources if multiple, take first if single
                        sources = func_entry.get('sources', [])
                        import_source = sources[0] if sources else None
                        func_list.append((func_name, import_source))
                    else:
                        # Legacy format: func_entry is str or bytes
                        if isinstance(func_entry, bytes):
                            func_entry = func_entry.decode('utf-8', errors='replace')
                        func_list.append((func_entry, None))

                imports_with_mapping.append({dylib_name: func_list})

            # Count total functions
            total_functions = sum(len(list(d.values())[0]) for d in imports_with_mapping)

            # Create import dataclass with mapping preserved
            macho_import = MachOImport(
                macho_imports_total=total_functions,
                macho_import_libraryName=library_names if library_names else None,
                macho_import_functions=imports_with_mapping if imports_with_mapping else None
            )

            return macho_import

        except Exception as e:
            self.log.error(f"Error extracting MachO imports for arch {arch_name}: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            # Get architectures (macho is already parsed in base class)
            architectures = self.macho.get_architectures()
            if len(architectures) > 1:
                # FAT binary - return list of imports for each architecture
                results = []
                for arch_name in architectures:
                    imports = self._extract_imports(arch_name)
                    if imports:
                        imports.arch_identifier = arch_name
                        results.append(imports)
                return results
            else:
                # Single architecture - return single result
                return self._extract_imports(architectures[0] if architectures else None)
        except Exception as e:
            self.log.error(f"Error extracting MachO imports: {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

            # Get architectures (macho is already parsed in base class)
            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

            # Flatten the data - one row per function import (like PE imports)
            data = []
            current_time = datetime.now(timezone.utc)

            # Loop through each architecture (1 for single, multiple for FAT)
            for arch_name in architectures:
                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_header_raw = self.macho.get_macho_header(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                    arch_cputype_raw = arch_header_raw.get('cputype', 0) if arch_header_raw else 0
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific data for {arch_name}: {e}")
                    arch_sha256 = self.sha256
                    arch_cputype_raw = 0

                # Get imports for this architecture
                macho_import = self._extract_imports(arch_name)
                if not macho_import or not macho_import.macho_import_functions:
                    continue

                # Flatten to one row per (library, function) pair
                for lib_funcs in macho_import.macho_import_functions:
                    for lib, funcs in lib_funcs.items():
                        for func_name, import_source in funcs:
                            data.append([
                                arch_sha256,        # sha256 (arch-specific)
                                lib,                # library_name
                                func_name,          # function_name
                                import_source,      # import_source (chained_fixups, bind_opcodes, symtab)
                                current_time,       # analysis_date
                            ])

            column_names = [
                'sha256',
                'library_name', 'function_name', 'import_source',
                'analysis_date'
            ]

            if not data:
                return None

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

            return (data, column_names, column_type_names)

        return None

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