Vincent Tao Hu

41 papers A* 6A 2Journal 27Unranked 6
YearRankTypeTitle / Venue / Authors
2026 conf
KDD (1)
Yun Qu, Qi Wang, Yixiu Mao, Vincent Tao Hu, Björn Ommer, Xiangyang Ji
2026 J jnl
CoRR
Felix Krause, Stefan Andreas Baumann, Johannes Schusterbauer, Olga Grebenkova, Ming Gui, Vincent Tao Hu, Björn Ommer
2025 J jnl
CoRR
Amir Aghdam, Vincent Tao Hu
2025 J jnl
Trans. Mach. Learn. Res.
Amir Aghdam, Vincent Tao Hu, Björn Ommer
2025 J jnl
CoRR
Yun Qu, Qi Wang, Yixiu Mao, Vincent Tao Hu, Björn Ommer, Xiangyang Ji
2025 A* conf
CVPR
Stefan Andreas Baumann, Felix Krause, Michael Neumayr, Nick Stracke, Melvin Sevi, Vincent Tao Hu, Björn Ommer
2025 A* conf
AAAI
Ming Gui, Johannes Schusterbauer, Ulrich Prestel, Pingchuan Ma, Dmytro Kotovenko, Olga Grebenkova, Stefan Andreas Baumann, Vincent Tao Hu, Björn Ommer
2025 A conf
WACV
Frank Fundel, Johannes Schusterbauer, Vincent Tao Hu, Björn Ommer
2025 A* conf
AAAI
Pingchuan Ma, Lennart Rietdorf, Dmytro Kotovenko, Vincent Tao Hu, Björn Ommer
2025 J jnl
CoRR
Michael Fuest, Vincent Tao Hu, Björn Ommer
2025 J jnl
CoRR
Razvan-Andrei Matisan, Vincent Tao Hu, Grigory Bartosh, Björn Ommer, Cees G. M. Snoek, Max Welling, Jan-Willem van de Meent, Mohammad Mahdi Derakhshani, Floor Eijkelboom
2025 J jnl
CoRR
Felix Krause, Timy Phan, Vincent Tao Hu, Björn Ommer
2025 A* conf
ICLR
Eslam Mohamed Bakr, Liangbing Zhao, Vincent Tao Hu, Matthieu Cord, Patrick Pérez, Mohamed Elhoseiny
2025 J jnl
Comput. Vis. Image Underst.
Xiaoyan Xing, Vincent Tao Hu, Jan Hendrik Metzen, Konrad Groh, Sezer Karaoglu, Theo Gevers
2024 J jnl
CoRR
Stefan Andreas Baumann, Felix Krause, Michael Neumayr, Nick Stracke, Vincent Tao Hu, Björn Ommer
2024 J jnl
CoRR
Ming Gui, Johannes S. Fischer, Ulrich Prestel, Pingchuan Ma, Dmytro Kotovenko, Olga Grebenkova, Stefan Andreas Baumann, Vincent Tao Hu, Björn Ommer
2024 J jnl
CoRR
Michael Fuest, Pingchuan Ma, Ming Gui, Johannes S. Fischer, Vincent Tao Hu, Björn Ommer
2024 J jnl
CoRR
Frank Fundel, Johannes Schusterbauer, Vincent Tao Hu, Björn Ommer
2024 J jnl
CoRR
Pingchuan Ma, Lennart Rietdorf, Dmytro Kotovenko, Vincent Tao Hu, Björn Ommer
2024 conf
ECCV (61)
Johannes Schusterbauer, Ming Gui, Pingchuan Ma, Nick Stracke, Stefan Andreas Baumann, Vincent Tao Hu, Björn Ommer
2024 conf
EACL (2)
Vincent Tao Hu, Di Wu, Yuki Markus Asano, Pascal Mettes, Basura Fernando, Björn Ommer, Cees Snoek
2024 A* conf
AAAI
Vincent Tao Hu, Wei Zhang, Meng Tang, Pascal Mettes, Deli Zhao, Cees Snoek
2024 J jnl
CoRR
Xiaoyan Xing, Vincent Tao Hu, Jan Hendrik Metzen, Konrad Groh, Sezer Karaoglu, Theo Gevers
2024 J jnl
CoRR
Jiangtao Wang, Zhen Qin, Yifan Zhang, Vincent Tao Hu, Björn Ommer, Rania Briq, Stefan Kesselheim
2024 J jnl
CoRR
Divin Yan, Lu Qi, Vincent Tao Hu, Ming-Hsuan Yang, Meng Tang
2024 conf
ECCV (21)
Vincent Tao Hu, Stefan Andreas Baumann, Ming Gui, Olga Grebenkova, Pingchuan Ma, Johannes S. Fischer, Björn Ommer
2024 J jnl
CoRR
Vincent Tao Hu, Stefan Andreas Baumann, Ming Gui, Olga Grebenkova, Pingchuan Ma, Johannes S. Fischer, Björn Ommer
2024 J jnl
CoRR
Vincent Tao Hu, Björn Ommer
2023 J jnl
CoRR
Jacob Schnell, Jieke Wang, Lu Qi, Vincent Tao Hu, Meng Tang
2023 J jnl
CoRR
Vincent Tao Hu, Yunlu Chen, Mathilde Caron, Yuki M. Asano, Cees G. M. Snoek, Björn Ommer
2023 J jnl
CoRR
Vincent Tao Hu, David W. Zhang, Pascal Mettes, Meng Tang, Deli Zhao, Cees G. M. Snoek
2023 J jnl
CoRR
Vincent Tao Hu, Wenzhe Yin, Pingchuan Ma, Yunlu Chen, Basura Fernando, Yuki M. Asano, Efstratios Gavves, Pascal Mettes, Björn Ommer, Cees G. M. Snoek
2023 A* conf
CVPR
Vincent Tao Hu, David W. Zhang, Yuki M. Asano, Gertjan J. Burghouts, Cees G. M. Snoek
2023 J jnl
CoRR
Eslam Mohamed Bakr, Liangbing Zhao, Vincent Tao Hu, Matthieu Cord, Patrick Pérez, Mohamed Elhoseiny
2022 J jnl
CoRR
Vincent Tao Hu, David W. Zhang, Yuki M. Asano, Gertjan J. Burghouts, Cees G. M. Snoek
2022 A conf
WACV
Martine Toering, Ioannis Gatopoulos, Maarten Stol, Vincent Tao Hu
2021 J jnl
CoRR
Martine Toering, Ioannis Gatopoulos, Maarten Stol, Vincent Tao Hu
2020 conf
ECCV (7)
Pengwan Yang, Vincent Tao Hu, Pascal Mettes, Cees G. M. Snoek
2020 J jnl
CoRR
Pengwan Yang, Vincent Tao Hu, Pascal Mettes, Cees G. M. Snoek
2020 conf
ECCV (3)
Yunlu Chen, Vincent Tao Hu, Efstratios Gavves, Thomas Mensink, Pascal Mettes, Pengwan Yang, Cees G. M. Snoek
2020 J jnl
CoRR
Yunlu Chen, Vincent Tao Hu, Efstratios Gavves, Thomas Mensink, Pascal Mettes, Pengwan Yang, Cees G. M. Snoek
src/main.rs
← Index src/main.rs rust
mod highlight;

use std::collections::BTreeMap;
use std::fs;
use std::io::Read;
use std::path::{Path, PathBuf};
use std::time::Instant;

use walkdir::WalkDir;

use highlight::highlight_code;

/// Above this threshold the file is read in full and classified
/// (text or binary) based on its complete content.
const FULL_READ_LIMIT: u64 = 4_000_000; // 4 MB
/// For files larger than the threshold above, we only read a preview
/// of this size (so we never load huge files fully into memory).
const PREVIEW_BYTES: usize = 16_384;
/// How many bytes of binary content to show in the hex dump.
const HEXDUMP_BYTES: usize = 4096;

struct FileResult {
    rel_path: PathBuf, // relative path of the original file
    out_rel: PathBuf,  // relative path of the generated .html file (inside out/)
    label: String,     // label shown in the badge (language, or "binary")
}

enum Unreadable {
    IoError(PathBuf),
}

enum Content {
    /// Successfully decoded text. `truncated` indicates whether the file
    /// is larger than what was actually read (very large files: preview only).
    Text { content: String, truncated: bool, total_size: u64 },
    /// Content that isn't valid UTF-8 text: we show a hex dump instead
    /// of trying to decode it.
    Binary { preview: Vec<u8>, total_size: u64, truncated: bool },
}

/// Reads a file safely: for small files, reads everything and classifies
/// text/binary based on the full content; for large files, reads only a
/// prefix, to avoid loading huge files into memory.
fn read_content(path: &Path, total_size: u64) -> std::io::Result<Content> {
    if total_size <= FULL_READ_LIMIT {
        let bytes = fs::read(path)?;
        match String::from_utf8(bytes) {
            Ok(s) => Ok(Content::Text {
                content: s,
                truncated: false,
                total_size,
            }),
            Err(e) => Ok(Content::Binary {
                preview: e.into_bytes(),
                total_size,
                truncated: false,
            }),
        }
    } else {
        let mut f = fs::File::open(path)?;
        let mut buf = vec![0u8; PREVIEW_BYTES];
        let n = f.read(&mut buf)?;
        buf.truncate(n);

        match std::str::from_utf8(&buf) {
            Ok(s) => Ok(Content::Text {
                content: s.to_string(),
                truncated: true,
                total_size,
            }),
            Err(e) => {
                let valid_up_to = e.valid_up_to();
                // If the error is only due to cutting a multi-byte
                // character in half (common when reading an arbitrary
                // prefix of a text file), still treat it as text.
                if valid_up_to > 0 && buf.len() - valid_up_to <= 4 {
                    let s = std::str::from_utf8(&buf[..valid_up_to]).unwrap().to_string();
                    Ok(Content::Text {
                        content: s,
                        truncated: true,
                        total_size,
                    })
                } else {
                    Ok(Content::Binary {
                        preview: buf,
                        total_size,
                        truncated: true,
                    })
                }
            }
        }
    }
}

/// Tree node used to build the index (index.html)
#[derive(Default)]
struct Node {
    dirs: BTreeMap<String, Node>,
    files: Vec<(String, String, PathBuf)>, // (display_name, label, href relative to the index)
}

impl Node {
    fn insert_file(&mut self, components: &[String], display_name: String, label: String, href: PathBuf) {
        if components.is_empty() {
            self.files.push((display_name, label, href));
        } else {
            let head = &components[0];
            let child = self.dirs.entry(head.clone()).or_default();
            child.insert_file(&components[1..], display_name, label, href);
        }
    }

    fn render(&self, out: &mut String) {
        out.push_str("<ul class=\"tree\">\n");
        for (name, node) in &self.dirs {
            out.push_str(&format!(
                "<li class=\"dir\"><span class=\"dir-name\">\u{1F4C1} {}</span>\n",
                escape_html(name)
            ));
            node.render(out);
            out.push_str("</li>\n");
        }
        for (name, label, href) in &self.files {
            out.push_str(&format!(
                "<li class=\"file\"><a href=\"{}\">\u{1F4C4} {}</a> <span class=\"badge\">{}</span></li>\n",
                href.to_string_lossy().replace('\\', "/"),
                escape_html(name),
                escape_html(label)
            ));
        }
        out.push_str("</ul>\n");
    }
}

fn main() {
    let args: Vec<String> = std::env::args().collect();
    let input_dir = args.get(1).cloned().unwrap_or_else(|| ".".to_string());
    let output_dir = args.get(2).cloned().unwrap_or_else(|| "out".to_string());
    // Extra directory names to exclude, optional, comma-separated
    // (e.g. "node_modules,.git"). Nothing is excluded by default:
    // the generator includes everything it finds, including
    // __pycache__, compiled files, binaries, etc.
    let extra_excludes: Vec<String> = args
        .get(3)
        .map(|s| s.split(',').map(|p| p.trim().to_string()).filter(|p| !p.is_empty()).collect())
        .unwrap_or_default();

    let input = PathBuf::from(&input_dir);
    let output = PathBuf::from(&output_dir);

    if !input.is_dir() {
        eprintln!("Error: '{}' is not a valid directory.", input.display());
        std::process::exit(1);
    }

    if let Err(e) = fs::create_dir_all(&output) {
        eprintln!("Error creating the output directory: {e}");
        std::process::exit(1);
    }

    // Absolute path of the output directory, so we can exclude it from the
    // scan in case it's nested inside the input directory (e.g. input=".",
    // output="out"). This is the only automatic exclusion and it can't be
    // turned off: it only prevents the program from processing the files
    // it is currently writing.
    let output_abs = fs::canonicalize(&output).unwrap_or_else(|_| output.clone());

    println!("Scanning '{}' -> '{}'", input.display(), output.display());
    if !extra_excludes.is_empty() {
        println!("Directories excluded on request: {}", extra_excludes.join(", "));
    }
    let start = Instant::now();

    let mut results: Vec<FileResult> = Vec::new();
    let mut unreadable: Vec<Unreadable> = Vec::new();
    let mut n_binary = 0usize;
    let mut n_truncated = 0usize;

    for entry in WalkDir::new(&input)
        .into_iter()
        .filter_entry(|e| {
            if e.file_type().is_dir() {
                if let Some(name) = e.file_name().to_str() {
                    if extra_excludes.iter().any(|x| x == name) {
                        return false;
                    }
                }
                if let Ok(abs) = fs::canonicalize(e.path()) {
                    if abs == output_abs {
                        return false;
                    }
                }
            }
            true
        })
    {
        let entry = match entry {
            Ok(e) => e,
            Err(_) => continue,
        };

        if !entry.file_type().is_file() {
            continue;
        }

        let path = entry.path();
        let rel_path = match path.strip_prefix(&input) {
            Ok(p) => p.to_path_buf(),
            Err(_) => path.to_path_buf(),
        };

        let meta = match fs::metadata(path) {
            Ok(m) => m,
            Err(_) => {
                unreadable.push(Unreadable::IoError(rel_path));
                continue;
            }
        };

        let content = match read_content(path, meta.len()) {
            Ok(c) => c,
            Err(_) => {
                unreadable.push(Unreadable::IoError(rel_path));
                continue;
            }
        };

        let syntax_lang = detect_language(path);

        let (body_html, label, note): (String, String, Option<String>) = match &content {
            Content::Text { content, truncated, total_size } => {
                let body = highlight_code(content, syntax_lang);
                let note = if *truncated {
                    n_truncated += 1;
                    Some(format!(
                        "Truncated preview: showing the first {} bytes out of {} total.",
                        content.len(),
                        total_size
                    ))
                } else {
                    None
                };
                (body, syntax_lang.to_string(), note)
            }
            Content::Binary { preview, total_size, truncated } => {
                n_binary += 1;
                let dump = hex_dump(preview, HEXDUMP_BYTES);
                let shown = preview.len().min(HEXDUMP_BYTES);
                let note = Some(format!(
                    "Binary file: {} bytes total. Showing the first {} bytes as hex.{}",
                    total_size,
                    shown,
                    if *truncated { " (only the first bytes of the file were read)" } else { "" }
                ));
                (escape_html(&dump), "binary".to_string(), note)
            }
        };

        let mut out_rel = rel_path.clone();
        let new_name = format!(
            "{}.html",
            out_rel.file_name().unwrap_or_default().to_string_lossy()
        );
        out_rel.set_file_name(new_name);

        let out_path = output.join(&out_rel);
        if let Some(parent) = out_path.parent() {
            let _ = fs::create_dir_all(parent);
        }

        let depth = out_rel.components().count().saturating_sub(1);
        let back_to_index = "../".repeat(depth);

        let html = render_file_html(
            &rel_path.to_string_lossy(),
            &label,
            &body_html,
            note.as_deref(),
            &back_to_index,
        );

        if fs::write(&out_path, html).is_ok() {
            results.push(FileResult {
                rel_path,
                out_rel,
                label,
            });
        }
    }

    // Build the tree for the index
    let mut root = Node::default();
    for r in &results {
        let components: Vec<String> = r
            .rel_path
            .parent()
            .map(|p| {
                p.components()
                    .map(|c| c.as_os_str().to_string_lossy().to_string())
                    .filter(|s| !s.is_empty())
                    .collect()
            })
            .unwrap_or_default();
        let display_name = r
            .rel_path
            .file_name()
            .unwrap_or_default()
            .to_string_lossy()
            .to_string();
        root.insert_file(
            &components,
            display_name,
            r.label.clone(),
            r.out_rel.clone(),
        );
    }

    let mut tree_html = String::new();
    root.render(&mut tree_html);

    let index_html = render_index_html(&tree_html, results.len(), n_binary, n_truncated);
    let _ = fs::write(output.join("index.html"), index_html);

    let elapsed = start.elapsed();
    println!(
        "Done in {:.2?}: {} files included ({} binary, {} with truncated preview), {} unreadable.",
        elapsed,
        results.len(),
        n_binary,
        n_truncated,
        unreadable.len()
    );
    for u in &unreadable {
        match u {
            Unreadable::IoError(p) => println!("  unreadable (I/O error): {}", p.display()),
        }
    }
    println!("Open {}/index.html in your browser.", output.display());
}

/// Produces a hex dump (in the style of `xxd -C`) of the first `limit` bytes.
fn hex_dump(bytes: &[u8], limit: usize) -> String {
    let show = &bytes[..bytes.len().min(limit)];
    let mut out = String::with_capacity(show.len() * 4);
    for (i, chunk) in show.chunks(16).enumerate() {
        let offset = i * 16;
        out.push_str(&format!("{:08x}  ", offset));
        for (j, b) in chunk.iter().enumerate() {
            out.push_str(&format!("{:02x} ", b));
            if j == 7 {
                out.push(' ');
            }
        }
        let missing = 16usize.saturating_sub(chunk.len());
        for _ in 0..missing {
            out.push_str("   ");
        }
        out.push_str(" |");
        for b in chunk {
            let c = *b;
            if (0x20..0x7f).contains(&c) {
                out.push(c as char);
            } else {
                out.push('.');
            }
        }
        out.push_str("|\n");
    }
    out
}

/// Determines the language (used to pick syntax-highlighting rules)
/// from the file's name/extension. This is only used when the content
/// turns out to actually be text; binary files are classified as such
/// regardless by read_content.
fn detect_language(path: &Path) -> &'static str {
    let file_name = path
        .file_name()
        .map(|s| s.to_string_lossy().to_lowercase())
        .unwrap_or_default();

    match file_name.as_str() {
        "dockerfile" => return "dockerfile",
        "makefile" | "gnumakefile" => return "makefile",
        "cmakelists.txt" => return "cmake",
        ".gitignore" | ".dockerignore" | ".npmignore" => return "plaintext",
        "cargo.toml" | "cargo.lock" => return "ini",
        _ => {}
    }

    let ext = path
        .extension()
        .map(|s| s.to_string_lossy().to_lowercase())
        .unwrap_or_default();

    match ext.as_str() {
        "py" | "pyw" | "pyi" => "python",
        "rs" => "rust",
        "js" | "mjs" | "cjs" => "javascript",
        "jsx" => "javascript",
        "ts" => "typescript",
        "tsx" => "typescript",
        "java" => "java",
        "c" => "c",
        "h" => "c",
        "hpp" | "hh" | "hxx" => "cpp",
        "cpp" | "cc" | "cxx" => "cpp",
        "cs" => "csharp",
        "go" => "go",
        "rb" => "ruby",
        "php" => "php",
        "html" | "htm" => "xml",
        "css" => "css",
        "scss" | "sass" => "scss",
        "less" => "less",
        "json" => "json",
        "xml" => "xml",
        "yaml" | "yml" => "yaml",
        "toml" | "ini" | "cfg" | "conf" => "ini",
        "sh" | "bash" | "zsh" => "bash",
        "sql" => "sql",
        "md" | "markdown" => "markdown",
        "kt" | "kts" => "kotlin",
        "swift" => "swift",
        "lua" => "lua",
        "r" => "r",
        "pl" | "pm" => "perl",
        "groovy" | "gradle" => "groovy",
        "vb" => "vbnet",
        "graphql" | "gql" => "graphql",
        "diff" | "patch" => "diff",
        "bat" | "cmd" => "dos",
        "ps1" => "powershell",
        "vue" => "xml",
        "txt" => "plaintext",
        _ => "plaintext",
    }
}

fn escape_html(s: &str) -> String {
    let mut out = String::with_capacity(s.len());
    for c in s.chars() {
        match c {
            '&' => out.push_str("&amp;"),
            '<' => out.push_str("&lt;"),
            '>' => out.push_str("&gt;"),
            '"' => out.push_str("&quot;"),
            '\'' => out.push_str("&#39;"),
            _ => out.push(c),
        }
    }
    out
}

const STYLE: &str = r#"
:root {
  --bg: #0d1117;
  --panel: #161b22;
  --text: #c9d1d9;
  --muted: #8b949e;
  --accent: #58a6ff;
  --border: #30363d;
}
* { box-sizing: border-box; }
body {
  margin: 0;
  background: var(--bg);
  color: var(--text);
  font-family: -apple-system, BlinkMacSystemFont, "Segoe UI", Helvetica, Arial, sans-serif;
}
header {
  padding: 14px 20px;
  background: var(--panel);
  border-bottom: 1px solid var(--border);
  display: flex;
  align-items: center;
  gap: 12px;
  flex-wrap: wrap;
}
header a { color: var(--accent); text-decoration: none; font-weight: 600; }
header a:hover { text-decoration: underline; }
.path { color: var(--muted); font-size: 0.9em; word-break: break-all; }
.note {
  padding: 10px 20px;
  background: #21262d;
  border-bottom: 1px solid var(--border);
  color: var(--muted);
  font-size: 0.85em;
}
main { padding: 0; }
pre {
  margin: 0;
  padding: 16px 20px 40px 20px;
  overflow-x: auto;
  font-size: 13px;
  line-height: 1.5;
}
code { font-family: "SFMono-Regular", Consolas, "Liberation Mono", Menlo, monospace; }
.container { max-width: 1000px; margin: 30px auto; padding: 0 20px 60px; }
h1 { font-size: 1.6em; }
.meta { color: var(--muted); font-size: 0.9em; margin-bottom: 20px; }
ul.tree { list-style: none; padding-left: 18px; margin: 6px 0; }
ul.tree > li { margin: 4px 0; }
.dir-name { font-weight: 600; color: var(--text); }
.file a { color: var(--accent); text-decoration: none; }
.file a:hover { text-decoration: underline; }
.badge {
  display: inline-block;
  font-size: 0.72em;
  color: var(--muted);
  border: 1px solid var(--border);
  border-radius: 10px;
  padding: 1px 8px;
  margin-left: 6px;
}
.skipped { color: var(--muted); font-size: 0.85em; margin-top: 30px; }

/* Syntax highlighting: generated in Rust, no JavaScript involved. */
.c { color: #8b949e; font-style: italic; }
.s { color: #a5d6ff; }
.n { color: #79c0ff; }
.k { color: #ff7b72; font-weight: 600; }
"#;

fn render_file_html(rel_path: &str, label: &str, body_html: &str, note: Option<&str>, back_to_index: &str) -> String {
    let title = escape_html(rel_path);
    let note_html = match note {
        Some(n) => format!("<div class=\"note\">{}</div>\n", escape_html(n)),
        None => String::new(),
    };
    format!(
        r#"<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>{title}</title>
<style>{STYLE}</style>
</head>
<body>
<header>
  <a href="{back_to_index}index.html">&larr; Index</a>
  <span class="path">{title}</span>
  <span class="badge">{label}</span>
</header>
{note_html}<main>
<pre><code>{body_html}</code></pre>
</main>
</body>
</html>
"#
    )
}

fn render_index_html(tree_html: &str, n_ok: usize, n_binary: usize, n_truncated: usize) -> String {
    let mut extra = String::new();
    if n_binary > 0 {
        extra.push_str(&format!(
            "<p class=\"skipped\">{} binary files included with a hex-dump preview.</p>",
            n_binary
        ));
    }
    if n_truncated > 0 {
        extra.push_str(&format!(
            "<p class=\"skipped\">{} very large files shown as a truncated preview only.</p>",
            n_truncated
        ));
    }

    let folder_emoji = '\u{1F4C2}';
    format!(
        r#"<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>Source index</title>
<style>{STYLE}</style>
</head>
<body>
<div class="container">
<h1>{folder_emoji} Source index</h1>
<p class="meta">{n_ok} files included in total.</p>
{tree_html}
{extra}
</div>
</body>
</html>
"#
    )
}