Vasudev Bhaskaran

39 papers B 2Misc 5Journal 18Unranked 12
YearRankTypeTitle / Venue / Authors
2024 conf
CVPR Workshops
Runfa Li, Upal Mahbub, Vasudev Bhaskaran, Truong Q. Nguyen
2024 J jnl
CoRR
Runfa Li, Upal Mahbub, Vasudev Bhaskaran, Truong Q. Nguyen
2017 conf
CVPR Workshops
Subarna Tripathi, Gokce Dane, Byeongkeun Kang, Vasudev Bhaskaran, Truong Q. Nguyen
2017 J jnl
CoRR
Subarna Tripathi, Gokce Dane, Byeongkeun Kang, Vasudev Bhaskaran, Truong Q. Nguyen
1999 conf
ICIP (2)
Neri Merhav, Vasudev Bhaskaran
1999 J jnl
Signal Process. Image Commun.
Masoud R. K. Khansari, Vasudev Bhaskaran
1999 J jnl
IEEE Trans. Circuits Syst. Video Technol.
Bo Shen, Ishwar K. Sethi, Vasudev Bhaskaran
1999 J jnl
IEEE Trans. Image Process.
Konstantinos Konstantinides, Vasudev Bhaskaran, Giordano Beretta
1998 conf
ICIP (1)
Bo Shen, Ishwar K. Sethi, Vasudev Bhaskaran
1998 J jnl
IEEE Trans. Circuits Syst. Video Technol.
Bo Shen, Ishwar K. Sethi, Vasudev Bhaskaran
1997 J jnl
IEEE Signal Process. Lett.
Mathieu Hans, Vasudev Bhaskaran
1997 Misc conf
ICASSP
Masoud R. K. Khansari, Vasudev Bhaskaran
1997 conf
ICIP (1)
Bo Shen, Ishwar K. Sethi, Vasudev Bhaskaran
1997 conf
ICMCS
Bo Shen, Ishwar K. Sethi, Vasudev Bhaskaran
1997 J jnl
IEEE Trans. Circuits Syst. Video Technol.
Neri Merhav, Vasudev Bhaskaran
1997 book
Image and video compression standards - algorithms and architectures, Second Edition.
Vasudev Bhaskaran, Konstantinos Konstantinides
1997 J jnl
IEEE Trans. Circuits Syst. Video Technol.
Balas K. Natarajan, Vasudev Bhaskaran, Konstantinos Konstantinides
1997 ch.
Handbook of Multimedia Information Management
Vasudev Bhaskaran, Wei Li
1997 J jnl
IEEE Multim.
Frederick L. Kitson, Thomas Malzbender, Vasudev Bhaskaran
1997 conf
Human Vision and Electronic Imaging
Giordano B. Beretta, Vasudev Bhaskaran, Konstantinos Konstantinides, Balas R. Natarajan
1997 Misc conf
ICASSP
Robert M. Armitano, Ronald W. Schafer, Frederick L. Kitson, Vasudev Bhaskaran
1997 conf
ICIP (2)
Vasudev Bhaskaran, Konstantinos Konstantinides, Giordano Beretta
1996 Misc conf
ICASSP
Neri Merhav, Vasudev Bhaskaran
1996 Misc conf
ICASSP
Neri Merhav, Vasudev Bhaskaran
1996 conf
ICIP (3)
Konstantinos Konstantinides, Vasudev Bhaskaran, Balas K. Natarajan
1996 Misc conf
ICASSP
Balas K. Natarajan, Vasudev Bhaskaran, Konstantinos Konstantinides
1996 conf
COMPCON
Vasudev Bhaskaran
1995 B conf
ICIP
B. K. Natarajan, Vasudev Bhaskaran
1995 J jnl
IEEE Trans. Circuits Syst. Video Technol.
Vasudev Bhaskaran, Konstantine Konstantinides, Ruby B. Lee, John P. Beck
1995 J jnl
IEEE Des. Test Comput.
Christian J. Van Den Branden Lambrecht, Vasudev Bhaskaran, Al Kovalick, Murat Kunt
1995 conf
NEC Research Symposium on Multimedia Computing
Frederick L. Kitson, Vasudev Bhaskaran, Devendra Kalra
1995 J jnl
IEEE Des. Test Comput.
Frederick L. Kitson, Vasudev Bhaskaran, Devendra Kalra
1995 J jnl
Signal Process. Image Commun.
Wei Li, Vasudev Bhaskaran, Murat Kunt
1994 conf
ICASSP (5)
Balas K. Natarajan, Vasudev Bhaskaran
1993 B conf
Data Compression Conference
Vasudev Bhaskaran, Balas K. Natarajan, Konstantinos Konstantinides
1992 J jnl
IEEE Computer Graphics and Applications
Konstantinos Konstantinides, Vasudev Bhaskaran
1984 J jnl
IEEE Trans. Commun.
James W. Modestino, Vasudev Bhaskaran
1981 J jnl
IEEE Trans. Commun.
James W. Modestino, Vasudev Bhaskaran
1981 J jnl
IEEE Trans. Inf. Theory
James W. Modestino, Vasudev Bhaskaran, John B. Anderson
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` |