Imran Naseem

60 papers B 4Journal 43Unranked 13
YearRankTypeTitle / Venue / Authors
2023 J jnl
IEEE Access
Madini O. Alassafi, Muhammad Sohail Ibrahim, Imran Naseem, Rayed AlGhamdi, Reem Alotaibi, Faris A. Kateb, Hadi Oqaibi, Abdulrahman A. Alshdadi, Syed Adnan Yusuf
2023 J jnl
Appl. Intell.
Alishba Sadiq, Imran Naseem, Shujaat Khan, Muhammad Moinuddin, Roberto Togneri, Mohammed Bennamoun
2023 J jnl
IEEE Access
Ehtisham Fazal, Muhammad Sohail Ibrahim, Seongyong Park, Imran Naseem, Abdul Wahab
2023 J jnl
Appl. Intell.
Madini O. Alassafi, Muhammad Sohail Ibrahim, Imran Naseem, Rayed AlGhamdi, Reem Alotaibi, Faris A. Kateb, Hadi Oqaibi, Abdulrahman A. Alshdadi, Syed Adnan Yusuf
2023 J jnl
Neural Process. Lett.
Syed Muhammad Atif, Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2023 J jnl
IEEE Access
Muhammad Zubair, Muhammad Affan Alim, Imran Naseem, Muhammad Mansoor Alam, Mazliham Mohd Su'ud
2022 J jnl
CoRR
Ehtisham Fazal, Muhammad Sohail Ibrahim, Seongyong Park, Imran Naseem, Abdul Wahab
2022 J jnl
Circuits Syst. Signal Process.
Muhammad Arif, Muhammad Moinuddin, Imran Naseem, Abdulrahman U. Alsaggaf, Ubaid M. Al-Saggaf
2022 J jnl
Circuits Syst. Signal Process.
Muhammad Arif, Saba Samreen Khan, Syed Safi Uddin Qadri, Imran Naseem, Muhammad Moinuddin
2022 J jnl
Digit. Signal Process.
Muhammad Arif, Imran Naseem, Muhammad Moinuddin, Abdulrahman U. Alsaggaf, Ubaid M. Al-Saggaf
2022 J jnl
IEEE Trans. Signal Process.
Abdul Wahab, Shujaat Khan, Imran Naseem, Jong Chul Ye
2022 conf
IEEM
Imran Naseem, Yi Liu Liu
2022 J jnl
IEEE Access
Syed Safi Uddin Qadri, Muhammad Arif, Imran Naseem, Muhammad Moinuddin
2022 J jnl
Sensors
Alishba Sadiq, Norashikin Yahya, Tong Boon Tang, Hilwati Hashim, Imran Naseem
2021 J jnl
CoRR
Alishba Sadiq, Imran Naseem, Shujaat Khan, Muhammad Moinuddin, Roberto Togneri, Mohammed Bennamoun
2021 J jnl
Comput. Electr. Eng.
Muhammad Farhan Khan, Syed Muhammad G. Monir, Imran Naseem, Bilal Muhammad Khan
2021 J jnl
CoRR
Abdul Wahab, Shujaat Khan, Imran Naseem, Jong Chul Ye
2021 J jnl
Turkish J. Electr. Eng. Comput. Sci.
Muhammad Farhan Khan, Syed Muhammad G. Monir, Imran Naseem
2021 J jnl
CoRR
Syed Muhammad Atif, Nicolas Gillis, Sameer Qazi, Imran Naseem
2021 J jnl
Comput. Networks
Syed Muhammad Atif, Nicolas Gillis, Sameer Qazi, Imran Naseem
2021 J jnl
CoRR
Syed Saiq Hussain, Muhammad Usman, Taha Hasan Masood Siddique, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2020 J jnl
CoRR
Syed Muhammad Atif, Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2019 J jnl
CoRR
Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2019 J jnl
Circuits Syst. Signal Process.
Alishba Sadiq, Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2019 J jnl
CoRR
Shakeel Muhammad Ibrahim, Muhammad Sohail Ibrahim, Muhammad Usman, Imran Naseem, Muhammad Moinuddin
2019 J jnl
Circuits Syst. Signal Process.
Muhammad Arif, Imran Naseem, Muhammad Moinuddin, Muhammad Nasir Iqbal
2019 J jnl
Circuits Syst. Signal Process.
Muhammad Arif, Imran Naseem, Muhammad Moinuddin, Ubaid M. Al-Saggaf
2019 J jnl
CoRR
Shujaat Khan, Jawwad Ahmad, Alishba Sadiq, Imran Naseem, Muhammad Moinuddin
2019 conf
ICICT (1)
Alishba Sadiq, Muhammad Usman, Shujaat Khan, Imran Naseem, Muhammad Moinuddin, Ubaid M. Al-Saggaf
2018 J jnl
Circuits Syst. Signal Process.
Shujaat Khan, Imran Naseem, Muhammad Ammar Malik, Roberto Togneri, Mohammed Bennamoun
2018 J jnl
Circuits Syst. Signal Process.
Shujaat Khan, Jawwad Ahmad, Imran Naseem, Muhammad Moinuddin
2018 J jnl
CoRR
Shujaat Khan, Imran Naseem, Alishba Sadiq, Jawwad Ahmad, Muhammad Moinuddin
2018 J jnl
CoRR
Shujaat Khan, Alishba Sadiq, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2018 J jnl
IEEE ACM Trans. Comput. Biol. Bioinform.
Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2018 J jnl
CoRR
Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2018 J jnl
Int. J. Wavelets Multiresolution Inf. Process.
Muhammad Affan Alim, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2018 J jnl
CoRR
Alishba Sadiq, Muhammad Usman, Shujaat Khan, Imran Naseem, Muhammad Moinuddin, Ubaid M. Al-Saggaf
2017 J jnl
Circuits Syst. Signal Process.
Shujaat Khan, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2017 J jnl
CoRR
Shujaat Khan, Muhammad Usman, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2017 conf
ICTC
Shujaat Khan, Naveed Ahmed, Muhammad Ammar Malik, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2017 J jnl
Comput. Electr. Eng.
Imran Naseem, Affan Aleem, Roberto Togneri, Mohammed Bennamoun
2017 conf
INTELLECT
Muhammad Arif, Imran Naseem, Muhammad Moinuddin
2017 conf
INTELLECT
Muhammad Arif, Imran Naseem, Syed Safi Uddin Qadri, M. Moinnudin
2017 conf
ICUFN
Shujaat Khan, Muhammad Usman, Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2016 J jnl
Int. J. Comput. Vis.
Salman Hameed Khan, Mohammed Bennamoun, Ferdous Ahmed Sohel, Roberto Togneri, Imran Naseem
2013 J jnl
Comput. Electr. Eng.
Imran Naseem, Duc-Son Pham, Svetha Venkatesh
2013 J jnl
EURASIP J. Wirel. Commun. Netw.
Muhammad Moinuddin, Imran Naseem
2012 conf
ICDIP
Imran Naseem, Muhammad Affan Alim
2012 J jnl
Pattern Recognit.
Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2010 conf
ISSPA
Mohamed A. Deriche, Imran Naseem
2010 J jnl
IEEE Trans. Pattern Anal. Mach. Intell.
Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2010 B conf
ICPR
Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2010 B conf
ICPR
Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2009 B conf
ICIP
Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2009 conf
ICB
Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2008 conf
ISVC (2)
Imran Naseem, Roberto Togneri, Mohammed Bennamoun
2008 conf
ISVC (2)
Imran Naseem, Ajmal S. Mian
2007 B conf
ACIVS
Mohamed A. Deriche, Imran Naseem
2006 conf
IPCV
Imran Naseem, Mohamed A. Deriche
2005 conf
ICIP (2)
Imran Naseem, Mohamed A. Deriche
yara/README.md
← Index yara/README.md markdown
# YARA Rules Directory

This folder contains YARA rules for scanning binary samples.

## Setting Up YARA-Forge Rules

To use the YARA-Forge rules from [https://github.com/YARAHQ/yara-forge](https://github.com/YARAHQ/yara-forge):

```bash
# Download the latest release
cd /path/to/redb/yara
# wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-core.zip
wget https://github.com/YARAHQ/yara-forge/releases/latest/download/yara-forge-rules-extended.zip

# Extract rules
# unzip yara-forge-rules-core.zip
unzip yara-forge-rules-extended.zip
```

Available packages:
- `yara-forge-rules-core.zip` - Core rules (~5,000 rules)
- `yara-forge-rules-extended.zip` - Extended rules (~10,000 rules)
- `yara-forge-rules-full.zip` - Full rules (~11,000+ rules)

## Pre-compiling Rules (Recommended for Production)

For large rulesets like YARA-Forge, pre-compiling rules significantly improves startup time:

```bash
# Pre-compile all rules into a single .yarac file
python -m redb.extractors.yara --compile

# Or specify custom paths
python -m redb.extractors.yara --compile --rules-path /path/to/rules --output /path/to/output.yarac
```

This creates `yara/compiled_rules.yarac` which is loaded automatically on subsequent runs.

### Performance Comparison

| Method | First Scan Startup | Subsequent Scans |
|--------|-------------------|------------------|
| Source files (.yar) | ~10-30 seconds (11k rules) | Instant (cached) |
| Pre-compiled (.yarac) | ~1-2 seconds | Instant (cached) |

## Directory Structure

```
yara/
├── README.md
├── .gitkeep
├── compiled_rules.yarac    # (optional) Pre-compiled rules
├── packages/               # YARA-Forge packages
│   └── core/
│       └── *.yar
└── custom/                 # Your custom rules
    └── my_rules.yar
```

Rules are loaded in this priority:
1. `compiled_rules.yarac` (if exists) - fastest
2. All `.yar` and `.yara` files recursively - compiles on first run

## Usage

### Scan with YARA only

```bash
# Scan local files
python start.py --path /path/to/samples -y --repo my_repo --index_prefix redb

# Scan S3 samples
python start.py --s3 --repo bazaar -y --index_prefix redb

# Dry-run (print results instead of storing in ClickHouse)
python start.py --path /path/to/samples -y --dry-run --repo test --index_prefix redb
```

### Scan already-analyzed samples

Run YARA on samples that were previously analyzed (already in `basic_properties`).
Deduplication is handled by the `yara_matches` table — samples already scanned are
automatically excluded before processing begins:

```bash
# Scan all analyzed macho samples with YARA
python start.py --analyzed --magika macho -y --index_prefix redb

# Scan all analyzed PE samples with YARA
python start.py --analyzed --magika pe -y --index_prefix redb

# Scan all analyzed samples (no filetype filter)
python start.py --analyzed -y --index_prefix redb
```

### Partition large YARA runs by date

Combine `--analyzed` with `--range` to partition millions of samples into
manageable batches. Only samples in `basic_properties` AND within the date
range (by `first_seen` in `catalog_samples`) are processed:

```bash
# Scan analyzed PE samples from Feb 2025
python start.py --range 2025-02-01 2025-02-28 --analyzed --magika pebin -y --index_prefix redb

# Scan analyzed PE samples from first week of March 2025
python start.py --range 2025-03-01 2025-03-08 --analyzed --magika pebin -y --index_prefix redb
```

YARA dedup still applies — re-running a range safely skips already-scanned samples.

### Combined Features + YARA

Run feature extraction and YARA scanning together on the same samples:

```bash
# Local files with features + YARA
python start.py --path /path/to/samples --with-yara --repo my_repo --index_prefix redb

# S3 samples with features + YARA
python start.py --s3 --repo bazaar --with-yara --index_prefix redb
```

### Pre-compile Rules

```bash
# Compile and save to default location (yara/compiled_rules.yarac)
python -m redb.extractors.yara --compile

# Compile with custom paths
python -m redb.extractors.yara --compile --rules-path ./my_rules --output ./compiled.yarac
```

### Sync Rules to Database

Before batch scanning, sync rules to ensure all rule metadata is stored:

```bash
# Sync rules to database
python -m redb.extractors.yara --sync-rules

# Sync with custom source collection name
python -m redb.extractors.yara --sync-rules --source-collection yara-forge-core

# Compile and sync in one command
python -m redb.extractors.yara --compile --sync-rules
```

## ClickHouse Table Schema

YARA data uses a **normalized schema** with two tables for efficient storage.

### Matches Table: `yara_matches`

Stores one row per sample-rule match (optimized with binary sha256 and rule_id):

| Column | Type | Description |
|--------|------|-------------|
| sha256 | FixedString(32) | Binary SHA256 (32 bytes, use `hex(sha256)` to display) |
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | LowCardinality(String) | YARA rule name (denormalized for convenience) |
| scan_date | DateTime64(3, 'UTC') | Scan timestamp |
| match_strings | Array(String) | Matched string identifiers |

### Rules Table: `yara_rules`

Stores rule metadata once per unique rule (deduplicated by rule_id):

| Column | Type | Description |
|--------|------|-------------|
| rule_id | UInt64 | Unique rule identifier (xxHash64 of canonical rule content) |
| rule_name | String | YARA rule name |
| source_collection | LowCardinality(String) | Source collection (e.g., 'yara-forge-core', 'malpedia') |
| ingested_at | DateTime64(3, 'UTC') | When this rule was ingested |
| rule_text | String | Full rule source code |
| rule_meta | JSON | Rule metadata (author, description, reference, etc.) |
| rule_tags | Array(LowCardinality(String)) | Rule tags |

### Schema Benefits

- **Binary SHA256**: 32 bytes vs 64 bytes (50% storage savings on hash columns)
- **UInt64 rule_id**: Fast joins and lookups via integer key
- **Content-based rule_id**: xxHash64 of canonical rule content (excluding metadata) for deduplication
- **Denormalized rule_name**: Allows queries without joins for common use cases

### Example Queries

```sql
-- Get matches with hex sha256
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings
FROM yara_matches m
WHERE m.sha256 = unhex('abc123...')

-- Join with rules for full metadata
SELECT
    hex(m.sha256) as sha256,
    m.rule_name,
    m.match_strings,
    r.rule_meta,
    r.source_collection
FROM yara_matches m
JOIN yara_rules r ON m.rule_id = r.rule_id
WHERE m.sha256 = unhex('abc123...')

-- Find all samples matching a specific rule
SELECT hex(sha256), scan_date
FROM yara_matches
WHERE rule_name = 'APT_Lazarus_Loader'
ORDER BY scan_date DESC
```

## Environment Variables

| Variable | Description | Default |
|----------|-------------|---------|
| `YARA_RULES_PATH` | Override the YARA rules directory | `yara/` |
| `YARA_COMPILED_RULES` | Compiled rules filename | `compiled_rules.yarac` |
| `YARA_SOURCE_COLLECTION` | Default source collection name | `default` |