Mahendra Khened

14 papers Journal 8Unranked 6
YearRankTypeTitle / Venue / Authors
2023 J jnl
Medical Image Anal.
Patrick Bilic, Patrick Ferdinand Christ, Hongwei Li, Eugene Vorontsov, Avi Ben-Cohen, Georgios Kaissis, Adi Szeskin, Colin Jacobs, Gabriel Efrain Humpire Mamani, Gabriel Chartrand, Fabian Lohöfer, Julian Walter Holch, Wieland H. Sommer, Felix Hofmann, Alexandre Hostettler, Naama Lev-Cohain, Michal Drozdzal, Michal Marianne Amitai, Refael Vivanti, Jacob Sosna, Ivan Ezhov, Anjany Sekuboyina, Fernando Navarro, Florian Kofler, Johannes C. Paetzold, Suprosanna Shit, Xiaobin Hu, Jana Lipková, Markus Rempfler, Marie Piraud, Jan Kirschke, Benedikt Wiestler, Zhiheng Zhang, Christian Hülsemeyer, Marcel Beetz, Florian Ettlinger, Michela Antonelli, Woong Bae, Miriam Bellver, Lei Bi, Hao Chen, Grzegorz Chlebus, Erik B. Dam, Qi Dou, Chi-Wing Fu, Bogdan Georgescu, Xavier Giró-i-Nieto, Felix Grün, Xu Han, Pheng-Ann Heng, Jürgen Hesser, Jan Hendrik Moltz, Christian Igel, Fabian Isensee, Paul Jäger, Fucang Jia, Krishna Chaitanya Kaluva, Mahendra Khened, Ildoo Kim, Jae-Hun Kim, Sungwoong Kim, Simon Kohl, Tomasz K. Konopczynski, Avinash Kori, Ganapathy Krishnamurthi, Fan Li, Hongchao Li, Junbo Li, Xiaomeng Li, John S. Lowengrub, Jun Ma, Klaus H. Maier-Hein, Kevis-Kokitsi Maninis, Hans Meine, Dorit Merhof, Akshay Pai, Mathias Perslev, Jens Petersen, Jordi Pont-Tuset, Jin Qi, Xiaojuan Qi, Oliver Rippel, Karsten Roth, Ignacio Sarasua, Andrea Schenk, Zengming Shen, Jordi Torres, Christian Wachinger, Chunliang Wang, Leon Weninger, Jianrong Wu, Daguang Xu, Xiaoping Yang, Simon Chun-Ho Yu, Yading Yuan, Miao Yue, Liping Zhang, Manuel Jorge Cardoso, Spyridon Bakas, Rickmer Braren, Volker Heinemann, Christopher Pal, An Tang, Samuel Kadoury, Luc Soler, Bram van Ginneken, Hayit Greenspan, Leo Joskowicz, Bjoern H. Menze
2021 J jnl
CoRR
Vikas Kumar Anand, Sanjeev Grampurohit, Pranav Aurangabadkar, Avinash Kori, Mahendra Khened, Raghavendra S. Bhat, Ganapathy Krishnamurthi
2021 J jnl
Medical Image Anal.
Yoo Jung Kim, Hyungjoon Jang, Kyoungbun Lee, Seongkeun Park, Sung-Gyu Min, Choyeon Hong, Jeong Hwan Park, Kanggeun Lee, Jisoo Kim, Wonjae Hong, Hyun Jung, Yanling Liu, Haran Rajkumar, Mahendra Khened, Ganapathy Krishnamurthi, Sen Yang, Xiyue Wang, Chang Hee Han, Jinwook Choi
2020 J jnl
CoRR
Mahendra Khened, Avinash Kori, Haran Rajkumar, Balaji Srinivasan, Ganapathy Krishnamurthi
2020 conf
BrainLes@MICCAI (2)
Vikas Kumar Anand, Sanjeev Grampurohit, Pranav Aurangabadkar, Avinash Kori, Mahendra Khened, Raghavendra S. Bhat, Ganapathy Krishnamurthi
2019 J jnl
Medical Image Anal.
Mahendra Khened, Alex Varghese, Ganapathy Krishnamurthi
2019 conf
CVPR Workshops
Andrey Ignatov, Radu Timofte, Xiaochao Qu, Xingguang Zhou, Ting Liu, Pengfei Wan, Syed Waqas Zamir, Aditya Arora, Salman H. Khan, Fahad Shahbaz Khan, Ling Shao, Dongwon Park, Se Young Chun, Pablo Navarrete Michelini, Hanwen Liu, Dan Zhu, Zhiwei Zhong, Xianming Liu, Junjun Jiang, Debin Zhao, Muhammad Haris, Kazutoshi Akita, Tomoki Yoshida, Greg Shakhnarovich, Norimichi Ukita, Jie Liu, Cheolkon Jung, Raimondo Schettini, Simone Bianco, Claudio Cusano, Flavio Piccoli, Pengju Liu, Kai Zhang, Jingdong Liu, Jiye Liu, Hongzhi Zhang, Wangmeng Zuo, Nelson Chong Ngee Bow, Lai-Kuan Wong, John See, Jinghui Qin, Lishan Huang, Yukai Shi, Pengxu Wei, Wushao Wen, Liang Lin, Zheng Hui, Xiumei Wang, Xinbo Gao, Kanti Kumari, Vikas Kumar Anand, Mahendra Khened, Ganapathy Krishnamurthi
2018 J jnl
CoRR
Krishna Chaitanya Kaluva, Mahendra Khened, Avinash Kori, Ganapathy Krishnamurthi
2018 conf
BrainLes@MICCAI (1)
Aditya Bagari, Ashish Kumar, Avinash Kori, Mahendra Khened, Ganapathy Krishnamurthi
2018 J jnl
IEEE Trans. Medical Imaging
Olivier Bernard, Alain Lalande, Clément Zotti, Frederic Cervenansky, Xin Yang, Pheng-Ann Heng, Irem Cetin, Karim Lekadir, Oscar Camara, Miguel Ángel González Ballester, Gerard Sanroma, Sandy Napel, Steffen E. Petersen, Georgios Tziritas, Elias Grinias, Mahendra Khened, Alex Varghese, Ganapathy Krishnamurthi, Marc-Michel Rohé, Xavier Pennec, Maxime Sermesant, Fabian Isensee, Paul Jäger, Klaus H. Maier-Hein, Peter M. Full, Ivo Wolf, Sandy Engelhardt, Christian F. Baumgartner, Lisa M. Koch, Jelmer M. Wolterink, Ivana Isgum, Yeonggul Jang, Yoonmi Hong, Jay Patravali, Shubham Jain, Olivier Humbert, Pierre-Marc Jodoin
2018 conf
BrainLes@MICCAI (2)
Avinash Kori, Mehul Soni, B. Pranjal, Mahendra Khened, Alex Varghese, Ganapathy Krishnamurthi
2018 conf
BrainLes@MICCAI (1)
Vikas Kumar Anand, Mahendra Khened, Alex Varghese, Ganapathy Krishnamurthi
2018 J jnl
CoRR
Mahendra Khened, Alex Varghese, Ganapathy Krishnamurthi
2017 conf
STACOM@MICCAI
Mahendra Khened, Alex Varghese, Ganapathy Krishnamurthi
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 "";
        }
    }
}