Spaces:
Runtime error
Runtime error
Upload 4 files
Browse files- app.py +88 -0
- gestures_rules.json +31 -0
- requirements.txt +7 -0
- styles.css +1 -0
app.py
ADDED
|
@@ -0,0 +1,88 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
import gradio as gr
|
| 3 |
+
import cv2
|
| 4 |
+
import mediapipe as mp
|
| 5 |
+
import numpy as np
|
| 6 |
+
import json
|
| 7 |
+
import time
|
| 8 |
+
from gtts import gTTS
|
| 9 |
+
import tempfile
|
| 10 |
+
import requests
|
| 11 |
+
from PIL import Image
|
| 12 |
+
from io import BytesIO
|
| 13 |
+
|
| 14 |
+
with open("gestures_rules.json", "r") as f:
|
| 15 |
+
gesture_data = json.load(f)["gestures"]
|
| 16 |
+
|
| 17 |
+
mp_hands = mp.solutions.hands
|
| 18 |
+
hands = mp_hands.Hands(max_num_hands=1, min_detection_confidence=0.7, min_tracking_confidence=0.7)
|
| 19 |
+
|
| 20 |
+
def get_finger_states(hand_landmarks):
|
| 21 |
+
tips = [4, 8, 12, 16, 20]
|
| 22 |
+
pips = [2, 6, 10, 14, 18]
|
| 23 |
+
return [1 if hand_landmarks.landmark[t].y < hand_landmarks.landmark[p].y else 0 for t, p in zip(tips, pips)]
|
| 24 |
+
|
| 25 |
+
def detect_gesture(states):
|
| 26 |
+
for name, rule in gesture_data.items():
|
| 27 |
+
if rule["pattern"] == states:
|
| 28 |
+
return name
|
| 29 |
+
return None
|
| 30 |
+
|
| 31 |
+
def speak_text(text):
|
| 32 |
+
tts = gTTS(text=text)
|
| 33 |
+
f = tempfile.NamedTemporaryFile(delete=False, suffix=".mp3")
|
| 34 |
+
tts.save(f.name)
|
| 35 |
+
return f.name
|
| 36 |
+
|
| 37 |
+
def process(frame, sentence, last_char, last_time):
|
| 38 |
+
if frame is None:
|
| 39 |
+
return frame, sentence, last_char, last_time
|
| 40 |
+
frame = cv2.flip(frame, 1)
|
| 41 |
+
rgb = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)
|
| 42 |
+
res = hands.process(rgb)
|
| 43 |
+
if res.multi_hand_landmarks:
|
| 44 |
+
states = get_finger_states(res.multi_hand_landmarks[0])
|
| 45 |
+
char = detect_gesture(states)
|
| 46 |
+
now = time.time()
|
| 47 |
+
if char and char != last_char and now - last_time > 1 and len(char) == 1:
|
| 48 |
+
sentence += char
|
| 49 |
+
last_char = char
|
| 50 |
+
last_time = now
|
| 51 |
+
return frame, sentence, last_char, last_time
|
| 52 |
+
|
| 53 |
+
def speak(sentence):
|
| 54 |
+
return speak_text(sentence) if sentence.strip() else None
|
| 55 |
+
|
| 56 |
+
def clear():
|
| 57 |
+
return "", "", 0.0
|
| 58 |
+
|
| 59 |
+
logo = Image.open(BytesIO(requests.get(
|
| 60 |
+
"https://raw.githubusercontent.com/imarshbir/Hand2Voice/main/logo.png"
|
| 61 |
+
).content))
|
| 62 |
+
|
| 63 |
+
with open("styles.css") as f:
|
| 64 |
+
css = f.read()
|
| 65 |
+
|
| 66 |
+
with gr.Blocks(css=css, title="Hand2Voice") as demo:
|
| 67 |
+
gr.Image(logo, show_label=False, height=100)
|
| 68 |
+
gr.HTML("<div class='mission-box'><div class='mission-title'>Bridging Communication Gaps with AI</div><div class='mission-text'>Sign language to speech in real time.</div></div>")
|
| 69 |
+
|
| 70 |
+
with gr.Row():
|
| 71 |
+
cam = gr.Image(source="webcam", streaming=True, type="numpy")
|
| 72 |
+
out = gr.HTML("<div class='output-text'>🤚 Waiting for gestures...</div>")
|
| 73 |
+
|
| 74 |
+
speak_btn = gr.Button("🔊 Speak Sentence")
|
| 75 |
+
clear_btn = gr.Button("🧹 Clear Text")
|
| 76 |
+
audio = gr.Audio(autoplay=True)
|
| 77 |
+
|
| 78 |
+
sentence = gr.State("")
|
| 79 |
+
last_char = gr.State("")
|
| 80 |
+
last_time = gr.State(0.0)
|
| 81 |
+
|
| 82 |
+
cam.stream(process, [cam, sentence, last_char, last_time], [cam, sentence, last_char, last_time])\
|
| 83 |
+
.then(lambda s: f"<div class='output-text'>{s}</div>", sentence, out)
|
| 84 |
+
|
| 85 |
+
speak_btn.click(speak, sentence, audio)
|
| 86 |
+
clear_btn.click(clear, outputs=[sentence, last_char, last_time])
|
| 87 |
+
|
| 88 |
+
demo.launch()
|
gestures_rules.json
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
{
|
| 3 |
+
"gestures": {
|
| 4 |
+
"A": { "pattern": [0,0,0,0,0] },
|
| 5 |
+
"B": { "pattern": [0,1,1,1,1] },
|
| 6 |
+
"C": { "pattern": [1,1,1,1,0] },
|
| 7 |
+
"D": { "pattern": [0,1,0,0,0] },
|
| 8 |
+
"E": { "pattern": [0,0,0,0,1] },
|
| 9 |
+
"F": { "pattern": [1,0,1,1,1] },
|
| 10 |
+
"G": { "pattern": [1,1,0,0,0] },
|
| 11 |
+
"H": { "pattern": [0,1,1,0,0] },
|
| 12 |
+
"I": { "pattern": [0,0,0,0,1] },
|
| 13 |
+
"J": { "pattern": [1,0,0,0,1] },
|
| 14 |
+
"K": { "pattern": [1,1,1,0,0] },
|
| 15 |
+
"L": { "pattern": [1,1,0,0,0] },
|
| 16 |
+
"M": { "pattern": [0,1,1,1,0] },
|
| 17 |
+
"N": { "pattern": [0,1,1,0,0] },
|
| 18 |
+
"O": { "pattern": [1,1,1,1,1] },
|
| 19 |
+
"P": { "pattern": [1,1,0,1,0] },
|
| 20 |
+
"Q": { "pattern": [1,1,0,0,1] },
|
| 21 |
+
"R": { "pattern": [0,1,1,0,1] },
|
| 22 |
+
"S": { "pattern": [0,0,0,0,0] },
|
| 23 |
+
"T": { "pattern": [1,0,0,0,0] },
|
| 24 |
+
"U": { "pattern": [0,1,1,0,0] },
|
| 25 |
+
"V": { "pattern": [0,1,1,0,1] },
|
| 26 |
+
"W": { "pattern": [0,1,1,1,0] },
|
| 27 |
+
"X": { "pattern": [0,1,0,0,1] },
|
| 28 |
+
"Y": { "pattern": [1,0,0,0,1] },
|
| 29 |
+
"Z": { "pattern": [1,1,0,0,0] }
|
| 30 |
+
}
|
| 31 |
+
}
|
requirements.txt
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio
|
| 2 |
+
opencv-python-headless
|
| 3 |
+
mediapipe
|
| 4 |
+
numpy
|
| 5 |
+
gTTS
|
| 6 |
+
Pillow
|
| 7 |
+
requests
|
styles.css
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
/* Custom CSS from user (unchanged) */
|