Datasets:

prithivMLmods
/

Gym-Exercise-Video-Analysis

video video 1 10	frames_response stringlengths 634 3.74k	sliced_frames images listlengths 5 5
	The video captures a man performing an upper body press motion using a cable machine set-up, likely part of a functional strength training routine within a home gym environment branded by "Kettlebell Kings." The individual begins with his arms crossed near the chest, preparing for the movement. As he lifts his hands up...
	The video captures an individual performing a seated cable row, which is a compound exercise targeting the back and biceps. The person is seated with knees bent on a sturdy ottoman at a cable machine, holding a resistance bar overhead with both hands. Throughout the sequence, they maintain a consistent posture, pushing...
	As you monitor your fitness routine, I can clearly see that this individual is performing an overhead press, a compound exercise targeting the chest, triceps, and shoulders. The subject is lying supine on a Matrix-branded bench press machine, gripping the barbell with both hands above his head while maintaining a contr...
	In this video clip, a woman performs an overhead press exercise using a barbell loaded with weights. She lies prone on a weight bench positioned under a squat rack, gripping the bar above her head to lift it laterally until fully extended overhead. Her body forms a straight line from her knees to her shoulders, indicat...
	In this video clip from a gym, we follow a muscular man as he performs an isolation chest press using a cable machine equipped with a chain. The setup includes a sturdy metal pulley system, a control bar positioned at waist level for leverage, and a weight plate suspended by the chain. Throughout the sequence, the subj...
	The video captures an individual performing a bench press exercise within a well-equipped gym setting. The person is shirtless, wearing camouflage-patterned shorts and has a yellow towel draped over their upper back for support. They are lying on a black adjustable bench with metallic components and weight plates attac...
	The video captures an intense pre-exercise warm-up routine for a male athlete, likely preparing for a heavy compound lift like a bench press. The sequence begins with him lying flat on his back on a weight bench, shirtless, and gripping a barbell horizontally above his chest. His body is positioned centrally, showcasin...
	As you monitor our workout clips, I've been watching this person perform an overhead barbell bench press. They lie flat on a sturdy weight bench with their arms extended upwards to grip a loaded barbell resting above their head. The setup includes heavy black plates on both sides of the bar, which the individual ca...
	Based on the provided frames, here is a detailed description of the scene and analysis: The video captures an individual engaged in an intense weightlifting session within a gym environment. The primary focus is on a person performing a bench press, indicated by the equipment positioned behind them—a red-domeed bench ...
	The video captures a man performing a cable rowing motion using a specialized cable machine, likely an adjustable cable machine for compound movements like rows, pull-aparts, or reverse curls. The setting appears to be a well-equipped gym with mirrors reflecting the equipment and motivational posters visible on the wal...
	The video captures an individual engaging in a unilateral bicep curl exercise within a modern gym environment, characterized by large windows allowing natural light and minimalist decor. The person, dressed casually in a white tank top with “NEW YORK” printed on it, demonstrates focus and intensity during the workout s...
	Based on the sequence of frames provided, here is a comprehensive description of the workout session: The video captures an individual engaged in a compound upper-body strength exercise within a modern fitness facility. The primary subject, a muscular man wearing a "NEW YORK" tank top, performs a front dumbbell press ...
	The video captures an individual performing a push-up variation using a barbell positioned horizontally above them within a gym environment. The person is dressed in athletic attire—a black t-shirt featuring a prominent red and yellow 'S' logo—and wears grey leggings, which complements the workout setting. Throughout t...
	The video captures an individual engaged in a cable pulldown exercise within a well-equipped gym setting. The person, dressed in athletic attire including a tank top and shorts, stands at a cable machine positioned against a wall with various equipment visible in the background. Throughout the sequence of five frames, ...
	In this gym monitoring session, we observe a man performing a bench press with heavy plates loaded to 45 pounds each. The setting appears to be a well-equipped indoor gym, indicated by the red structural elements surrounding the workout area and other equipment visible in the background. Throughout the sequence, the su...
	The video captures a woman performing a chest press on an incline bench within a well-equipped gym. The setting features numerous red and black weight machines in the background, indicating a professional environment for strength training. Throughout the sequence, the subject remains seated on this specialized piece of...
	The video captures an individual performing a bench press in a dimly lit gym environment. The primary subject is a man, dressed in a black t-shirt, lying supine on a weightlifting bench with his arms fully extended above his head as he grips a barbell loaded with weights. His facial expression suggests intense exertion...
	In this short video clip, we observe a woman performing an overhead press with a barbell loaded with weights using a bench press setup. She lies flat on her stomach on a black weight bench positioned under a squat rack stand which holds the barbell horizontally above her chest. Her posture suggests she is concentrating...
	Based on the visual evidence from the five frames provided, here is a detailed breakdown of the workout session: Exercise Description: The woman in the light pink athletic wear is performing a bicep curl with a dumbbell. She holds a standard barbell at her chest, gripping the handles securely with both hands while...
	The video captures a man performing an overhead barbell press within a well-lit, modern fitness studio equipped with various weight machines and large windows offering views of greenery outside. The sequence begins with him standing still, preparing for his workout. He then transitions to lifting weights using an overh...
	The video depicts an individual performing bench press exercises within a well-equipped gym setting. The person lies flat on their back on a weightlifting platform, holding a barbell loaded with significant black weights against their upper chest and shoulders. Throughout the sequence, this subject remains focused on l...
	In this sequence of images from a workout session, we see a man performing an exercise using a cable machine with a straight bar attachment. The setup appears to be for pulling chest presses, where the user pulls the bar towards their chest while engaging the triceps. The individual is dressed in athletic attire, inclu...
	As we watch the sequence of frames from our gym monitoring assistant's perspective, the focus remains on a man performing an intense workout within a red-outfit squat rack. This particular exercise appears to be a chest press, characterized by his powerful arm movements as he pushes weights towards his upper back. His ...
	As a gym monitoring assistant, I observe that the video captures an individual engaged in a bicep curl exercise within a well-equipped fitness center. The person is wearing a white tank top with visible branding, indicating they might be following a specific workout routine. Throughout the sequence, the subject perform...
	Based on the provided frames, here is a detailed description of the scene and the associated exercise: The video captures a man performing an advanced pull-up variation at home gym equipment. He is seen from behind, gripping a rope attached to a pulley system that supports his upper back. His posture suggests he is ac...
	In this gym-monitoring video, the primary subject is an individual engaged in weightlifting, specifically performing bicep curls using a barbell loaded with yellow plates. The person, dressed in a white tank top featuring a graphic design that includes the letters "NK," stands outdoors near large windows overlooking a ...
	As you monitor this workout session from your gym, I can clearly identify the exercise taking place: the Dumbbell Fly. This compound movement combines pulling and lifting components to target the posterior deltoids, shoulders, and triceps. The subject in the image is performing this exercise using dumbbells, leanin...
	Based on the provided frames from a gym setting, here’s a detailed breakdown of the exercise: - Exercise: The subject is performing an overhead triceps extension, specifically targeting the long head of the triceps. This movement involves pulling a cable handle towards your upper back while keeping your chest rela...
	The video captures an individual performing a bicep curl at home in a well-lit gym setting. The person, wearing a white tank top with "NY" branding and partial numbers like "18" and "08," stands next to a rack of dumbbells. Throughout the sequence, they alternate between preparing for and executing curls using various ...
	In this video, we see an individual engaged in a barbell front raise within a well-lit fitness studio environment, characterized by large windows offering natural light and modern amenities like an "EXIT" sign overhead. The person is consistently focused on maintaining proper form while performing the movement. They st...
	The video captures a muscular man performing an overhead press with dumbbells in a well-lit gym setting. He starts by standing upright, then transitions into a dynamic movement where he lifts his barbell from his chest to shoulder height while bending at the elbows, demonstrating core stability and shoulder strength. T...
	In this gym monitoring scenario, we observe a man performing bench presses within an indoor fitness center. The setting includes various weightlifting equipment such as benches and racks, with mirrors reflecting other activities around him. He is dressed in athletic attire—a blue t-shirt and black shorts—indicating rea...
	As you monitor this fitness session, I can observe that the individual is engaged in an upper body workout, specifically focusing on their triceps. The person is seen performing bicep curls while gripping dumbbells. This compound movement involves multiple muscle groups: the biceps (primary movers) contract to pull the...
	The video captures a man performing a seated cable fly exercise within a well-equipped home gym environment. He is dressed in athletic attire: a green tank top with partial lettering on the chest and black shorts, complemented by his muscular build visible from the side profile. Throughout the sequence, he maintains an...
	In this video clip, a muscular individual performs a compound bodyweight exercise known as the Deadlift, which primarily targets the back, legs, and core. The person stands at the front of a gym with various weight machines visible around them, suggesting they are either an instructor demonstrating or practicing un...
	The video captures a series of frames from a workout session focused on the Deadlift, an Olympic weightlifting movement where you lift your body weight to shoulder height with the barbell. The primary subject, a muscular man dressed in athletic attire including a black tank top, shorts, and knee-high socks, demonstrate...
	The video captures an individual performing a barbell bench press within a well-equipped gym environment. The person, dressed casually in a tank top with "NEW YORK" printed on it, stands at a rack loaded with weights for this compound movement. Throughout the sequence, he performs controlled repetitions of lifting the ...
	The video captures a dynamic workout session at home, where an individual performs bench press exercises while standing nearby. The person lies on a weight bench and lifts a barbell loaded with weights to an elevated position. Throughout the sequence, this subject maintains a focused expression, demonstrating muscle co...
	Based on the visual evidence provided by the five frames, here is a comprehensive analysis of the workout session: The primary activity taking place is a dumbbell bicep curl, which targets the biceps muscle group. In this motion, an individual lifts his weight from a bench press position using two hands to grip th...
	Based on the visual evidence, this video captures a full-body resistance workout session focused on the pushdown movement using a barbell. The subject, a muscular individual shirtless, is lying supine on a weight bench with his head supported by blue towels for stability. He grips an overbar held horizontally by tw...
	In this video clip from a gym, we see a muscular man performing an upright row with a cable machine. He is focused on his form, gripping the handle firmly and pulling it towards his chest while leaning back slightly. His posture—leaning forward with his chest up and drawing the bar close to his abdomen—is typical for r...
	The video captures a man performing a seated row using a barbell equipped with weight plates. He wears a light-colored tank top that reads "NEW YORK" with an image below it, and has dark hair styled neatly. Throughout the sequence, he maintains a focused expression while gripping the handle firmly with both hands, pull...
	Based on the sequence of frames provided, here is a comprehensive breakdown of the workout session: The video captures an individual performing a pull-up using a specialized cable machine branded "MATRIX". The person is actively engaged in this compound muscle-activation exercise, demonstrating focus and effort th...
	The video captures a man performing an overhead barbell curl, likely as part of his workout routine in a well-equipped gym with dumbbells lined up for reference. The primary muscle group engaged is the biceps, which contracts during the downward phase of the movement to pull the weight towards the body’s center while s...
	The video captures a dynamic workout session inside a well-equipped gym. The primary focus is on an individual performing a seated cable machine press with a barbell. This exercise targets the latissimus dorsi muscle group, which is responsible for extending the arms, shoulder blades, and upper back, contributing signi...
	Based on the sequence of images provided, here’s a detailed account of the workout: --- ### Exercise Description The man in the image is performing a cline push-down variation using a cable machine — specifically, he is holding two handles at chest height with his hands and pushing them toward his lower abdo...
	The video captures a man performing a deadlift in a gym setting. The sequence begins with him in an initial squat position, gripping a barbell loaded with weights near his lower back. He then transitions into a more pronounced deep squat stance before lifting the barbell up to shoulder height, demonstrating control and...
	Based on the sequence of images provided, here’s a detailed breakdown: --- Exercise Type: The individuals in each frame are performing bent-over rows — also known as supine row — on a specialized weight machine labeled “Life Fitness.” This involves lying flat on the bench with knees bent at approximately ...
	Based on the visual evidence provided in the sequence of frames, here is a comprehensive overview of the gym environment and activity: The video captures a dynamic session within an indoor fitness center, characterized by large glass windows that offer expansive views of the surrounding area. The primary focus is on a...
	The video captures an individual performing a seated muscle-activated resistance training exercise on a Lif Fitness machine, likely targeting the chest area. The person, dressed in athletic attire including grey sweatpants, black socks with white accents, and sneakers, lies flat on a red-cushioned bench mounted within ...
	The video captures a man performing an incline chest press inside a well-lit gym with wooden beams and large windows letting in natural light. The workout involves lying flat on a padded bench supported by metal legs, gripping a barbell loaded with multiple weight plates to simulate increasing difficulty over time. Thr...
	The video captures an individual engaged in a specific strength training exercise within a modern fitness facility. The setting features large glass windows offering natural light, with visible equipment like treadmills and weight machines surrounding the subject. Throughout the sequence, the person performs a rowing m...
	In this gym monitoring scenario, we observe a woman performing an incline bench press exercise within a well-lit fitness center environment. The subject, wearing a black t-shirt with red accents and gray leggings, is lying on a Life Fitness inclined bench equipped with weight plates on both arms. She grips the barbell ...
	The video captures an intense workout session at a fitness center, focusing on an individual performing bench press exercises. The setting is dominated by red workout equipment, including machines with weights loaded on black plates marked "25" and "35". In the foreground, a woman dressed in athletic gear—a black top a...
	In this video, a man is performing a bench press exercise within a well-equipped gym environment. The setting features various fitness machines and equipment visible in the background, including cable racks, dumbbells, and other weightlifting apparatuses. The primary subject is an individual lying on a flat-weighted b...
	In this gym monitoring video, we see an individual performing a barbell front raise within a well-lit, modern fitness center equipped with various machines. The person is dressed casually in a white tank top featuring a graphic design that reads "NEW YORK FREEDOM MACHINE 08" along with smaller text below it, indicating...
	The video captures an individual performing a bench press exercise within a well-equipped gym environment. The person, dressed in athletic attire including a black t-shirt with a red logo and grey leggings, is lying on a Life Fitness adjustable weight bench equipped with padded red cushions. They grip a barbell loaded ...
	Based on the sequence of frames provided, here is a detailed description of the workout session: The video captures a man performing an isolation chest press using a barbell equipped with weight plates. He stands at a modern fitness center, surrounded by large windows that offer a view into another area and overhead l...
	In this sequence of frames from a fitness routine, a muscular male is engaged in an overhead barbell press exercise within a well-lit gym environment. He wears a light-colored tank top with "NEW YORK" printed prominently across it, complemented by athletic training gear like wristbands and watches. Throughout the clips...
	As I monitor your routine at home, you can see that you're performing an overhead press from a seated position within a heavy-duty red machine setup. This exercise targets the chest, shoulders, triceps, and upper back primarily due to its demanding nature. The seated posture allows for better form control while keeping...
	Based on the provided frames from a gym setting, here’s a comprehensive analysis of the workout: Exercise: The subject is performing a barbell chest press. This exercise targets the entire upper body — specifically the shoulders, triceps, and anterior deltoids (front delts) — while engaging the core for stabil...
	The video captures a man performing an isolation chest and shoulder training session using a cable machine branded by Atlantis. Throughout the sequence, he demonstrates controlled movements with focus, transitioning from preparing to executing the workout. The primary muscle group targeted is the chest, which engages t...
	The video captures an individual performing a bench press using a cable machine equipped with weight plates. The person, dressed in athletic attire including black leggings and a sleeveless top, is positioned at the center of the frame on a red-cased bench press machine. Throughout the sequence, the subject maintains c...
	The video captures a man performing an upright row exercise on a cable machine in a well-lit gym setting. Throughout the sequence, he maintains a consistent posture with his back straight and shoulders relaxed while pulling the handles from behind toward his chest. This movement involves engaging the latissimus dorsi (...
	Based on the provided frames, I am analyzing the sequence to identify the exercise, its components, and its benefits. The primary subject is a man performing a cable lat pulldown exercise using a Matric Cable machine with red and black components. He holds onto an extension bar attached via a chain to the ceiling for s...
	The video depicts an individual performing bench press exercises using a barbell loaded with weight plates inside a well-equipped gym. The person lies on a black adjustable incline bench with red patterned padding underneath, gripping the bar with both hands positioned above their upper chest. Throughout the sequence, ...
	The video captures an individual performing a cable pullover exercise, likely targeting the upper chest and shoulder area. The person is standing with feet wide apart, facing away from the camera, holding onto a fixed pulley system attached to cables extending upwards. Their posture—arms extended forward and slightly i...
	In this gym setting, we see a shirtless man performing a barbell bench press with significant focus and effort. He grips the bar at an angle, leaning back to increase his range of motion while engaging his triceps, bicep, shoulder, and core. The text "ATHLEANX.COM" confirms this is likely from a workout program designe...
	As a gym monitoring assistant, I've carefully analyzed the sequence of events in these frames to understand the specific workout being conducted. The individual is performing a deadlift, a compound lift that involves multiple muscle groups working together. In the first few frames, the person is seen bending at the wai...
	In this video, we follow a muscular man performing an overhead dumbbell press within a well-lit modern fitness center. The setting includes rows of neatly arranged dumbbells with yellow safety labels and various piece of equipment in the background, suggesting a professional or high-end home workout environment. He wea...
	As your gym monitoring assistant, I've carefully analyzed the sequence of frames to understand the workout routine. The primary focus is on the man performing an exercise using a cable machine with a resistance band attached to it. In each subsequent frame, we observe a slight variation in his form and posture during t...
	The video captures a man performing an upper body workout at home gym equipment. The primary focus is on his triceps as he performs a bent-over row variation using a barbell loaded with weights. Throughout the sequence, he demonstrates controlled and deliberate movements, pulling the weight towards his chest while ...
	Based on the sequence of images provided, here is a detailed breakdown of the workout scenario: The video captures a man performing a compound shoulder press with a barbell inside a well-lit gym. The setting features large windows overlooking greenery and various pieces of fitness equipment visible in the background. ...

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Gym-Exercise-Video-Analysis

Gym-Exercise-Video-Analysis is a specialized multimodal video understanding dataset comprising 500 annotated gym workout and exercise clips. It is designed for fine-tuning and evaluating Video-Language Models (Video-LLMs), visual fitness coaches, and temporal exercise analysis systems. Each entry pairs exercise videos and extracted frame sequences with in-depth textual descriptions, biomechanical observations, form evaluations, and routine tracking.

Curator: prithivMLmods
Total Samples: 500 rows
Total Size: ~1.93 GB
Format: Parquet (video, sliced_frames, frames_response)
Modalities: Image, Video, Text
Split: Train (500 rows)

Dataset Structure & Schema

Each record contains raw video data, sampled/sliced temporal frames, and comprehensive step-by-step descriptive analysis.

Feature Fields

Field	Type	Description
`video`	`Video`	Source video file of the exercise execution
`sliced_frames`	`Sequence[Image]`	List of sampled sequential video frames (typically 5 keyframes per clip)
`frames_response`	`string`	Detailed analysis describing the exercise movement, technique, body posture, and equipment used

Example Analysis Text

"The video captures an individual performing a seated workout routine... As you monitor your fitness routine, I can clearly see that the movement maintains steady tempo, targeted engagement of the upper body muscles, and controlled eccentric extension."

How to Use

Loading with `datasets`

from datasets import load_dataset

# Load dataset
dataset = load_dataset("prithivMLmods/Gym-Exercise-Video-Analysis", split="train")

# Access a single record
sample = dataset[0]
sliced_frames = sample["sliced_frames"]  # List of PIL Images
analysis = sample["frames_response"]     # Text analysis

print("Analysis preview:", analysis[:200])
print(f"Extracted keyframes: {len(sliced_frames)}")

Video-LLM Fine-Tuning Format Example

Convert records into multi-image or video prompt conversations for models like Qwen2-VL, Video-LLaVA, or LLaVA-OneVision:

def format_for_video_llm(example):
    return {
        "images": example["sliced_frames"],
        "prompt": "Analyze this gym exercise sequence. Identify the movement, assess form, and describe the physical execution in detail.",
        "response": example["frames_response"]
    }

formatted_sample = format_for_video_llm(dataset[0])

Intended Uses

Video-LLM Alignment: Instruction tuning multimodal models on multi-frame sequential reasoning and dense video captioning.
AI Fitness & Coaching Assistants: Training automated gym form-checkers, exercise counters, and workout logging models.
Action & Movement Recognition: Temporal motion understanding across diverse gym environments, lighting conditions, and workout equipment.