3D Referring Expression Segmentation (3D-RES) is advancing with a method called 3D-GRES, tackling challenges of interpreting instructions involving multiple targets in real-world scenarios. Traditional 3D-RES models fall short in addressing cases with no matching target or multiple objects, limiting their practical use. 3D-GRES aims for a comprehensive approach, utilizing a Multi-Query Decoupled Interaction Network (MDIN) to enhance interaction between queries and superpoints, thus managing multiple targets effectively. Additionally, the Text-Guided Sparse Query (TSQ) and Multi-Object Decoupling Optimization (MDO) strategies ensure distinctiveness and semantic consistency across queries. This approach fosters accurate multi-object identification within complex scenes.

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Discover how Fibonacci retracement levels can transform trading strategies using MetaTrader 5 with a focus on machine learning. Gain insights into generating target variables with Fibonacci sequences for both classifier and regressor models. Learn to train and utilize Random Forest models to predict market trends. See how these models fare when applied in a strategy tester to assess their effectiveness in real trading environments. The results highlight the potential of integrating Fibonacci-based insights with algorithmic trading to optimize strategies, offering a practical approach for traders and developers seeking to enhance their understanding and performance in the market.

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To define a range based on specific parameters, focus on the time frames and size conditions. The Range Start Time and Range End Time establish the initial boundaries for range creation within a specified period. The Trade End Time extends the high/low lines of the range zone to a predetermined point, providing a clear visual guide for traders. Size constraints are crucial; ranges must fall between the Minimum Size and Maximum Size. Should the range size be within these limits, the indicator will display the first designated color (blue), allowing for quick identification of suitable trading zones. This approach aids in maintaining consistency when establishing trading ranges.

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The BBMA trading strategy, created by Malaysian trader Oma Ally, integrates Bollinger Bands with Moving Averages to pinpoint trading opportunities. It is distinguished by its precise entry points and capacity for managing multiple entries, making it adaptable for markets such as Forex, stocks, and cryptocurrency. This approach leverages the analytical power of both tools to enhance decision-making in various trading environments. The strategy’s focus on precision and versatility increases its applicability across different financial markets, providing traders with a structured method to navigate complex market conditions effectively.

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The range creation process requires precise inputs for accurate results. Start by setting the Range Start Time to define when data collection for the range begins. Next, determine the Range End Time to conclude this period. The Trade End Time indicates the duration until which the range boundaries (high/low) will remain visible on the chart.

A crucial parameter is the range size, expressed in points. Define both Minimum Size and Maximum Size to establish acceptable boundaries. When the calculated range size falls within these specified limits, the system will visually represent this range using the first color, blue. Proper configuration of these parameters is essential for enhanced trading analysis and effective decision-making.

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BBMA is a trading strategy gaining attention in the financial markets, notably developed by Malaysian trader, Oma Ally. This strategy effectively utilizes Bollinger Bands in conjunction with Moving Averages to pinpoint trading opportunities with precision. Renowned for its capability to manage multiple entry points, the BBMA strategy is adaptable to various financial markets, including Forex, stocks, and cryptocurrencies. Its application promises enhanced precision in entry, making it a favorable choice among traders seeking reliable methods to navigate volatile market conditions. Its multifaceted approach caters to traders aiming for versatility across asset classes.

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Understanding currency strength is crucial for forex trading. This EA analyzes individual currency movements across multiple pairs and timeframes (M15, H1, H4) using parameters like Lookback_M15, Lookback_H1, Lookback_H4, and Update_Seconds. It calculates a single strength value for each currency by averaging percentage changes. The dashboard updates frequently, providing current strengths and visual curves for account equity and drawdown.

Our development uses MQL5 to assess currency strength reliably. We track major currencies across pairs, compute percentage changes, normalize signs, and average results to generate strength scores. This methodology identifies strong and weak currencies, aiding confident trading decisions based on real-time market data.

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The combination of the Fractal Adaptive Moving Average (FrAMA) and Force Index Oscillator offers promising indicators for trend analysis. FrAMA, being responsive to price changes, acts as a trend signal, while the Force Index measures trend strength through volume. Key patterns include:

1. FrAMA and Force Index Divergence: Captures potential reversals by detecting trend and volume divergences.
2. FrAMA Crossover: Relies on crossover signals validated by volume shifts in Force Index.
3. Trend Continuation: Uses FrAMA to define trends, focusing on sustained movements post-corrections with Force Index support.
4. Volatility Contraction: Detects breakout opportunities by identifying contraction followed by volume expansion.

These patterns are suitable for volatile markets, offering adaptability through careful configuration and confirmation with addit...

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Enhancing the MQL5 Economic Calendar, this article delves into creating a dynamic vertical scrollbar, aiming to refine user interaction with economic news. By crafting a responsive User Interface, developers ensure seamless navigation for both live and backtesting environments. Key components include a dynamic scrollbar offering visual cues for navigation, a robust event storage system for comprehensive news access, and an efficient update mechanism that redraws the dashboard only when necessary. Developers will appreciate detailed implementation steps in MQL5, emphasizing a polished execution that elevates trading experiences and integrates seamlessly into the existing interface.

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A useful utility that was once available for Metatrader 4, the VPS-Monitor by Taiwo Okunbanjo, has recently been removed from MQL5. This tool monitored VPS performance. Due to its absence, replicating its functionality for Metatrader 5 is feasible. By creating an indicator for MT5, users can attach it to any chart, configure the periodic hour and desired message. After the set interval, the indicator sends a notification or email to the user's mobile Metatrader application. Configuration is straightforward. Navigate to Tools, Options, and then the Notification or Email tab. To enable this feature, users need their MetaQuotes ID, found in the mobile app under the Chat menu. This setup provides a seamless alert system akin to the original tool.

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The previous article introduced a basic system for using templates in floating windows. The objective was to simplify things, but now it’s time to tackle more complex usage involving objects for CHART TRADE interfaces. The challenge stems from MetaTrader 5's limitations, which were not designed for such custom interfaces.

The basic code functionality meets expectations, yet further modifications make it interesting by integrating objects within objects. This implies internal objects remain confined, aiding control logic in floating windows. However, the complication arises as internal object events can't be sent due to these nested structures.

Optimization of processing time is essential, focusing on reducing operations rather than time taken. Splitting the floating window creation into steps aids code reuse. Configuring flexible code ensures su...

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A new script has been designed to provide comprehensive details on brokers, accounts, and instrument specifications. It builds upon the "MQL4 Reference / Constants, Enumerations and Structures / Environment State / Symbol Properties." This script also derives inspiration from the "Market Info" script by Sergey Mechanic, which can be found in code repository 11223.

Through detailed comparison, the script's output has been matched against the "contract specification" available via platform navigation (View / Symbols / Properties), ensuring accuracy and reliability. The results from this comparison confirm the script’s consistency and usefulness in extracting essential data. This tool proves beneficial for developers and analysts in checking and verifying the contract details of trading instruments directly within the trading environment.

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Custom MACD, a modern variant of the traditional Moving Average Convergence Divergence, brings advanced functionality to traders using MetaTrader 5. This refined indicator retains the core strength of the classic MACD in recognizing trends and reversals while providing real-time signal alerts to traders' smartphones. This feature is crucial for timely market reactions, enhancing trading efficiency even when traders are away from their trading stations.

Custom MACD employs the conventional MACD calculation method, with a Fast EMA set to 12, a Slow EMA at 26, and a Signal SMA at 9. The MACD line appears in Dodger Blue, the Signal Line in Orange, and the Histogram in Lime Green, simplifying trend strength analysis. The alert functionality is a significant enhancement, triggering immediate notifications when bullish or bearish crossovers occur.

Traders be...

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Explore the power of the Ichimoku indicator in algorithmic trading using MetaTrader 5. This comprehensive guide reveals how to utilize Ichimoku's components—Tenkan-Sen, Kijun-Sen, Senkou Spans, and Chikou Span—to determine market trends, support/resistance levels, and momentum. Detailed coding blueprints show how to implement trading systems in MQL5 for strategies like trend identification and strength measurement. Learn to generate actionable insights by coding a practical trading system. This resource serves both seasoned traders and developers, offering a logical framework to enhance trading strategies with Ichimoku within MetaTrader 5's environment.

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The RSI Expert Advisor offers an automated trading solution utilizing the RSI indicator for detecting market opportunities. It is optimized for MT5, supporting a range of currency pairs and instruments with customizable features.

Key features include RSI-based signals to identify overbought or oversold conditions, intelligent risk management with options for fixed or automated position sizing, and flexible stop-loss/take-profit setups guided by ATR. Trading hour restrictions can be designated, ensuring operations occur only within specified timeframes. Partial position closing allows for profit securing based on favorable price movements.

Install by placing the RSI EA.mq5 file in the "Experts" folder and configure parameters such as RSI settings, risk management preferences, and trading hours. Partial closing and ATR-based parameters can also be adjusted.

The ...

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This article examines the functionality of the WinForms Panel control, focusing on its Padding and Dock properties. WinForms Panel serves as a container for positioning other objects, allowing the specification of binding methods upon creation within the container. There are six Dock property settings that determine object placement within a container's borders, each considering the container's Padding value to define object distance from the border.

The approach involves introducing an underlay object to manage object placement within the panel effectively, facilitating convenient arrangement and drawing on the canvas, thereby eliminating the need for recalculating coordinates and sizes. Further details include creating various form object styles and managing gradient fills, improving class functionality, and augmenting library classes through enhanced ...

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The ADX Smoothed indicator has been refined for superior performance and stability in trading applications. Enhancements include robust error prevention through thorough bounds checking, eliminating array out-of-range issues. Its performance has been optimized by employing efficient buffer management and data acquisition methods. The calculation logic is reliable due to fail-safe indexing and proper initialization, ensuring accurate results. The resource-efficient design handles management and memory allocation effectively. It adheres to a modern MQL5 structure with dedicated indicator properties and typed buffer assignments. These upgrades enhance stability and efficiency, maintaining the core ADX smoothing algorithm's analytical integrity for professional use.

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MT5 version 3686 introduces key enhancements focusing on optimization and user experience. This update significantly improves interface interactions, promising seamless accessibility. Security patches bolster overall system resilience, providing effective safeguards for sensitive data. Algorithmic traders will notice refined performance metrics which translate to more efficient strategy backtesting. Also, enhanced server stability ensures uninterrupted operations critical for executing trade strategies. The adjustments in the graphical display contribute to improved clarity and visualization, benefiting long-session users. Upgrade to access these improvements and ensure alignment with current features and specifications.

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Introducing a utility to effectively monitor long and short swaps for a single symbol. This tool distinguishes itself by automatically converting swaps from points to account currency when necessary. Such conversion is critical for traders whose broker-dealers specify swaps in points rather than in the account currency. Additionally, this utility accounts for the tripling of swaps on Wednesdays, a standard practice in the trading world. Users can customize their experience using adjustable horizontal and vertical alignment options within the input settings. This feature ensures that the utility's interface remains adaptable to various user preferences and screen setups.

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RefMask3D introduces an innovative approach for guided segmentation in point clouds using natural language descriptions. The framework effectively bridges the gap between linguistic and visual data through early-stage feature encoding and a Geometry-Enhanced Group-Word Attention module. By mitigating noise from direct point-word correlations, the model improves its grasp of geometric structures and linguistic cues.

Key components include linguistic primitives that represent semantic attributes and an Object Cluster Module that synthesizes language and visual data into meaningful object embeddings. This paves the way for precise object identification. Despite advancements, challenges persist in eliminating inference ambiguities, prompting the use of contrastive learning to enhance target identification accuracy.

Implementation in MQL5 involves structuring the a...

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The AutoCloseOnProfitLoss Expert Advisor for MetaTrader 5 automates the process of closing open positions once specified profit or loss thresholds are met. This Expert Advisor caters to traders focused on risk management and profit security. It offers features such as automated closing of positions, customizable targets for profit and loss, and user notifications. The EA is efficient, maintaining minimal CPU usage, ensuring continuous trade management.

Functionality is based on the PositionGetDouble(POSITION_PROFIT) function, monitoring total profit or loss across open trades and compared to user-set thresholds. If the set conditions are met, the EA employs market orders to close positions and delivers user alerts through the platform.

Installation involves downloading the .mq5 file from the MQL5 CodeBase, integrating it into MetaTrader 5, and enabling i...

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