James C. Ross

28 papers A* 2A 2B 1Journal 6Unranked 17
YearRankTypeTitle / Venue / Authors
2025 J jnl
J. Open Source Softw.
James C. Ross, Tingting Zhao
2020 J jnl
Comput. Medical Imaging Graph.
James C. Ross, Pietro Nardelli, Jorge Onieva, Sarah E. Gerard, Rola Harmouche, Yuka Okajima, Alejandro A. Díaz, George R. Washko, Raúl San José Estépar
2020 J jnl
CoRR
Pietro Nardelli, James C. Ross, Raúl San José Estépar
2020 J jnl
Medical Image Anal.
Pietro Nardelli, James C. Ross, Raúl San José Estépar
2017 J jnl
IEEE Trans. Medical Imaging
James C. Ross, Peter J. Castaldi, Michael H. Cho, Junxiang Chen, Yale Chang, Jennifer G. Dy, Edwin K. Silverman, George R. Washko, Raúl San José Estépar
2017 conf
MICCAI (2)
Pietro Nardelli, James C. Ross, Raúl San José Estépar
2014 conf
ISBI
James C. Ross, Alejandro A. Díaz, Yuka Okajima, Demian Wassermann, George R. Washko, Jennifer G. Dy, Raúl San José Estépar
2014 J jnl
Medical Image Anal.
Rina Dewi Rudyanto, Sjoerd Kerkstra, Eva M. van Rikxoort, Catalin I. Fetita, Pierre-Yves Brillet, Christophe Lefevre, Wenzhe Xue, Xiangjun Zhu, Jianming Liang, Ilkay Öksüz, Devrim Ünay, Kamuran Kadipasaoglu, Raúl San José Estépar, James C. Ross, George R. Washko, Juan-Carlos Prieto, Marcela Hernández Hoyos, Maciej Orkisz, Hans Meine, Markus Hüllebrand, Christina Stöcker, Fernando López-Mir, Valery Naranjo, Eliseo Villanueva, Marius Staring, Changyan Xiao, Berend C. Stoel, Anna Fabijanska, Erik Smistad
2014 A* conf
CVPR
Demian Wassermann, James C. Ross, George R. Washko, William M. Wells III, Raúl San José Estépar
2014 A* conf
KDD
James C. Ross, Peter J. Castaldi, Michael H. Cho, Jennifer G. Dy
2014 conf
MCV
Rola Harmouche, James C. Ross, George R. Washko, Raúl San José Estépar
2013 conf
ISBI
Demian Wassermann, James C. Ross, George R. Washko, Carl-Fredrik Westin, Raúl San José Estépar
2013 conf
EMBC
Teresa Zulueta-Coarasa, Sila Kurugol, James C. Ross, George R. Washko, Raúl San José Estépar
2013 conf
ISBI
Rina Dewi Rudyanto, Arrate Muñoz-Barrutia, Alejandro A. Díaz, James C. Ross, George R. Washko, Carlos Ortiz-de-Solorzano, Raúl San José Estépar
2013 conf
ICML (3)
James C. Ross, Jennifer G. Dy
2012 conf
EMBC
Sila Kurugol, Raúl San José Estépar, James C. Ross, George R. Washko
2012 conf
ISBI
Raúl San José Estépar, James C. Ross, Gordon L. Kindlmann, Alejandro A. Díaz, Yuka Okajima, Ron Kikinis, Carl-Fredrik Westin, Edwin K. Silverman, George R. Washko
2012 conf
ISBI
Raúl San José Estépar, James C. Ross, Karl Russian, Thomas Schultz, George R. Washko, Gordon L. Kindlmann
2012 conf
ISBI
Carlos S. Mendoza, George R. Washko, James C. Ross, Alejandro A. Díaz, David A. Lynch, James D. Crapo, Edward K. Silverman, Begoña Acha, Carmen Serrano, Raúl San José Estépar
2011 conf
IPMI
Petter Risholm, James C. Ross, George R. Washko, William M. Wells III
2010 conf
MICCAI (3)
James C. Ross, Raúl San José Estépar, Gordon L. Kindlmann, Alejandro A. Díaz, Carl-Fredrik Westin, Edwin K. Silverman, George R. Washko
2009 conf
MICCAI (1)
James C. Ross, Raúl San José Estépar, Alejandro A. Díaz, Carl-Fredrik Westin, Ron Kikinis, Edwin K. Silverman, George R. Washko
2009 B conf
Image Processing
Dirk Ryan Padfield, James C. Ross
2008 conf
ISBI
James C. Ross, Navneeth Subramanian, Stephen B. Solomon
2008 conf
MICCAI (2)
James C. Ross, Rekha Tranquebar, Dattesh Shanbhag
2006 conf
MICCAI (2)
Wesley D. Turner, Timothy P. Kelliher, James C. Ross, James V. Miller
2005 A conf
MICCAI
Paulo R. S. Mendonça, Dirk Ryan Padfield, James C. Ross, James V. Miller, Sandeep Dutta, Sardar Mal Gautham
2005 A conf
MICCAI
James C. Ross, David Langan, Ravi Manjeshwar, John Kaufhold, Joseph Manak, David L. Wilson
redb/extractors/decompiler/_archive/GhidraDecompilerScript-v2.java
← Index redb/extractors/decompiler/_archive/GhidraDecompilerScript-v2.java java
import ghidra.app.script.GhidraScript;
import ghidra.program.model.listing.*;
import ghidra.app.decompiler.*;
import ghidra.program.model.block.*;
import ghidra.program.model.symbol.*;
import ghidra.program.model.pcode.*;
import ghidra.program.model.address.*;
import org.json.JSONObject;
import org.json.JSONArray;
import java.security.MessageDigest;
import java.nio.charset.StandardCharsets;

public class GhidraDecompilerScript extends GhidraScript {
    private DecompInterface decompInterface;
    private BasicBlockModel basicBlockModel;

    @Override
    public void run() throws Exception {
        System.err.println("{\"debug\": \"Script starting\"}");

        // Get binary hash and filepath from arguments
        String[] args = getScriptArgs();
        if (args.length < 2) {
            System.err.println("{\"error\": \"Both SHA256 and filepath arguments are required\"}");
            return;
        }
        String sha256 = args[0];
        String filepath = args[1];

        // Add debug output after setup
        System.err.println("{\"debug\": \"Processing file: " + args[1] + "\"}");

        // Initialize analysis components
        setupDecompiler();
        basicBlockModel = new BasicBlockModel(currentProgram);

        // Create the main JSON object for output
        JSONObject output = new JSONObject();
        output.put("sha256", sha256);
        output.put("decompiled", new JSONArray());
        output.put("disassembled", new JSONArray());
        output.put("cfg", new JSONArray());

        // Process all functions
        FunctionIterator functions = currentProgram.getFunctionManager().getFunctions(true);
        for (Function function : functions) {
            processFunction(function, output);
        }

        System.err.println("{\"debug\": \"Preparing final output\"}");
        // Output the final JSON to stdout
        System.out.println(output.toString());
    }

    private void setupDecompiler() {
        decompInterface = new DecompInterface();
        DecompileOptions options = new DecompileOptions();
        decompInterface.setOptions(options);
        decompInterface.openProgram(currentProgram);
    }

    private void processFunction(Function function, JSONObject output) {
        try {
            Address entry = function.getEntryPoint();
            String functionName = function.getName();
            String functionAddress = entry.toString();

            // Process each analysis type independently
            boolean hasAnyResults = false;

            try {
                if (processDecompiledCode(function, output.getJSONArray("decompiled"),
                                        functionName, functionAddress)) {
                    hasAnyResults = true;
                }
            } catch (Exception e) {
                System.err.println(String.format(
                    "{\"error\": \"Decompilation failed for function %s: %s\"}",
                    functionName, e.getMessage().replace("\"", "'")));
            }

            try {
                if (processDisassembledCode(function, output.getJSONArray("disassembled"),
                                        functionName, functionAddress)) {
                    hasAnyResults = true;
                }
            } catch (Exception e) {
                System.err.println(String.format(
                    "{\"error\": \"Disassembly failed for function %s: %s\"}",
                    functionName, e.getMessage().replace("\"", "'")));
            }

            try {
                if (processCFG(function, output.getJSONArray("cfg"), functionAddress)) {
                    hasAnyResults = true;
                }
            } catch (Exception e) {
                System.err.println(String.format(
                    "{\"error\": \"CFG extraction failed for function %s: %s\"}",
                    functionName, e.getMessage().replace("\"", "'")));
            }

            if (!hasAnyResults) {
                System.err.println(String.format(
                    "{\"warning\": \"No results obtained for function %s\"}",
                    functionName));
            }

        } catch (Exception e) {
            System.err.println(String.format(
                "{\"error\": \"Failed to process function: %s\"}",
                e.getMessage().replace("\"", "'")));
        }
    }

    private boolean processDecompiledCode(Function function, JSONArray decompArray,
                                        String functionName, String functionAddress) {
        try {
            DecompileResults results = decompInterface.decompileFunction(function, 30, monitor);
            if (results == null || !results.decompileCompleted()) {
                System.err.println(String.format(
                    "{\"warning\": \"Decompilation incomplete for function %s\"}",
                    functionName));
                return false;
            }

            String decompiledCode = results.getDecompiledFunction().getC();
            if (decompiledCode == null || decompiledCode.trim().isEmpty()) {
                System.err.println(String.format(
                    "{\"warning\": \"Empty decompilation result for function %s\"}",
                    functionName));
                return false;
            }

            String contentHash = calculateHash(decompiledCode);

            JSONObject functionObj = new JSONObject();
            functionObj.put("decompiled_content_hash", contentHash);
            functionObj.put("decompiled_function_name", functionName);
            functionObj.put("decompiled_function_address", functionAddress);
            functionObj.put("decompiled_function", decompiledCode);

            decompArray.put(functionObj);
            return true;

        } catch (Exception e) {
            throw new RuntimeException("Decompilation error: " + e.getMessage(), e);
        }
    }

    private boolean processDisassembledCode(Function function, JSONArray disasmArray,
                                        String functionName, String functionAddress) {
        try {
            StringBuilder disassembly = new StringBuilder();
            StringBuilder normalized = new StringBuilder();
            int instructionCount = 0;
            boolean hasValidInstructions = false;

            Listing listing = currentProgram.getListing();
            AddressSetView functionBody = function.getBody();
            InstructionIterator instructions = listing.getInstructions(functionBody, true);

            while (instructions.hasNext()) {
                try {
                    Instruction instr = instructions.next();
                    if (instr != null) {
                        String disasmLine = instr.toString();
                        if (disasmLine != null && !disasmLine.trim().isEmpty()) {
                            disassembly.append(disasmLine).append("\n");
                            normalized.append(normalizeInstruction(disasmLine)).append("\n");
                            instructionCount++;
                            hasValidInstructions = true;
                        }
                    }
                } catch (Exception e) {
                    System.err.println(String.format(
                        "{\"warning\": \"Skipped invalid instruction in %s: %s\"}",
                        functionName, e.getMessage().replace("\"", "'")));
                }
            }

            if (!hasValidInstructions) {
                System.err.println(String.format(
                    "{\"warning\": \"No valid instructions found in function %s\"}",
                    functionName));
                return false;
            }

            String disassembledCode = disassembly.toString();
            String contentHash = calculateHash(disassembledCode);

            JSONObject functionObj = new JSONObject();
            functionObj.put("disassembled_content_hash", contentHash);
            functionObj.put("disassembled_function_name", functionName);
            functionObj.put("disassembled_function_address", functionAddress);
            functionObj.put("disassembled_function", disassembledCode);
            functionObj.put("normalized_disassembly", normalized.toString());
            functionObj.put("instruction_count", instructionCount);

            // Initialize similarity fields as null
            functionObj.put("minhash_signature", JSONObject.NULL);
            functionObj.put("opcode_frequency_vector", JSONObject.NULL);
            functionObj.put("api_calls_vector", JSONObject.NULL);
            functionObj.put("instruction_embedding", JSONObject.NULL);

            disasmArray.put(functionObj);
            return true;

        } catch (Exception e) {
            throw new RuntimeException("Disassembly error: " + e.getMessage(), e);
        }
    }

    private boolean processCFG(Function function, JSONArray cfgArray, String functionAddress) {
        try {
            CodeBlockIterator blocks = basicBlockModel.getCodeBlocksContaining(
                function.getBody(), monitor);

            boolean hasValidBlocks = false;

            while (blocks.hasNext()) {
                try {
                    CodeBlock block = blocks.next();
                    String blockInstructions = getBlockInstructions(block);

                    if (blockInstructions == null || blockInstructions.trim().isEmpty()) {
                        continue;
                    }

                    String blockId = calculateHash(blockInstructions);

                    JSONObject blockObj = new JSONObject();
                    blockObj.put("block_id", blockId);
                    blockObj.put("function_address", functionAddress);
                    blockObj.put("block_instructions", blockInstructions);

                    // Process successors with error handling
                    JSONArray successorAddresses = new JSONArray();
                    try {
                        CodeBlockReferenceIterator successors = block.getDestinations(monitor);
                        while (successors.hasNext()) {
                            try {
                                CodeBlockReference ref = successors.next();
                                if (ref != null && ref.getDestinationAddress() != null) {
                                    successorAddresses.put(ref.getDestinationAddress().toString());
                                }
                            } catch (Exception e) {
                                System.err.println(String.format(
                                    "{\"warning\": \"Skipped invalid successor in block %s: %s\"}",
                                    blockId, e.getMessage().replace("\"", "'")));
                            }
                        }
                    } catch (Exception e) {
                        System.err.println(String.format(
                            "{\"warning\": \"Error processing successors for block %s: %s\"}",
                            blockId, e.getMessage().replace("\"", "'")));
                    }

                    blockObj.put("successor_blocks", successorAddresses);
                    cfgArray.put(blockObj);
                    hasValidBlocks = true;

                } catch (Exception e) {
                    System.err.println(String.format(
                        "{\"warning\": \"Skipped invalid block in function %s: %s\"}",
                        functionAddress, e.getMessage().replace("\"", "'")));
                }
            }

            return hasValidBlocks;

        } catch (Exception e) {
            throw new RuntimeException("CFG extraction error: " + e.getMessage(), e);
        }
    }

    private String getBlockInstructions(CodeBlock block) {
        StringBuilder instructions = new StringBuilder();
        try {
            AddressIterator addresses = block.getAddresses(true);
            while (addresses.hasNext()) {
                try {
                    Address addr = addresses.next();
                    if (addr != null) {
                        Instruction instr = currentProgram.getListing().getInstructionAt(addr);
                        if (instr != null) {
                            instructions.append(instr.toString()).append("\n");
                        }
                    }
                } catch (Exception e) {
                    System.err.println(String.format(
                        "{\"warning\": \"Skipped invalid instruction at address %s: %s\"}",
                        addresses.next(), e.getMessage().replace("\"", "'")));
                }
            }
        } catch (Exception e) {
            System.err.println(String.format(
                "{\"warning\": \"Error getting block instructions: %s\"}",
                e.getMessage().replace("\"", "'")));
        }
        return instructions.toString();
    }

    private String normalizeInstruction(String instruction) {
        try {
            if (instruction == null || instruction.trim().isEmpty()) {
                return "";
            }
            return instruction.replaceAll("0x[0-9a-fA-F]+", "IMM")
                            .replaceAll("\\b\\d+\\b", "NUM")
                            .replaceAll("[\\[\\]\\+\\-\\*/%&|^]+", "_OP_");
        } catch (Exception e) {
            System.err.println(String.format(
                "{\"warning\": \"Error normalizing instruction: %s\"}",
                e.getMessage().replace("\"", "'")));
            return instruction;
        }
    }

    private String calculateHash(String content) {
        try {
            if (content == null || content.trim().isEmpty()) {
                return "";
            }
            MessageDigest digest = MessageDigest.getInstance("SHA-256");
            byte[] hash = digest.digest(content.getBytes(StandardCharsets.UTF_8));
            StringBuilder hexString = new StringBuilder();
            for (byte b : hash) {
                hexString.append(String.format("%02x", b));
            }
            return hexString.toString();
        } catch (Exception e) {
            System.err.println(String.format(
                "{\"error\": \"Error calculating hash: %s\"}",
                e.getMessage().replace("\"", "'")));
            return "";
        }
    }
}