Viewing enriched Twitter post
DEIM is an advanced training framework for object detection with DETR. When applied to recent DETR based models, it results in faster convergence. The image below shows D-FINE and RT-DETR. I made a python package to let you train your own DEIM model using D-FINE models. 🧵👇 https://t.co/q8AfDA1zOU
{
"data": [
{
"id": "1910217847198081024",
"type": "photo",
"url": "https://t.co/q8AfDA1zOU",
"media_url": null,
"media_url_https": "https://pbs.twimg.com/media/GoJ1AuHaYAAGi2r.jpg",
"display_url": "pic.x.com/q8AfDA1zOU",
"expanded_url": "https://x.com/dicksonneoh7/status/1910231095440036055/photo/1"
}
],
"score": 0.68,
"scored_at": "2025-08-09T13:47:19.519049",
"import_source": "unknown_source",
"links_checked": true,
"checked_at": "2025-08-10T10:33:14.055497"
}{
"tweet": {
"bookmark_count": 2,
"bookmarked": false,
"created_at": "Thu Apr 10 07:19:18 +0000 2025",
"conversation_id_str": "1910231095440036055",
"display_text_range": [
0,
276
],
"entities": {
"hashtags": [],
"media": [
{
"display_url": "pic.x.com/q8AfDA1zOU",
"expanded_url": "https://x.com/dicksonneoh7/status/1910231095440036055/photo/1",
"id_str": "1910217847198081024",
"indices": [
277,
300
],
"media_key": "3_1910217847198081024",
"media_url_https": "https://pbs.twimg.com/media/GoJ1AuHaYAAGi2r.jpg",
"type": "photo",
"url": "https://t.co/q8AfDA1zOU",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 1455,
"w": 2048,
"resize": "fit"
},
"medium": {
"h": 852,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 483,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 2909,
"width": 4096,
"focus_rects": [
{
"x": 0,
"y": 615,
"w": 4096,
"h": 2294
},
{
"x": 1187,
"y": 0,
"w": 2909,
"h": 2909
},
{
"x": 1544,
"y": 0,
"w": 2552,
"h": 2909
},
{
"x": 2447,
"y": 0,
"w": 1455,
"h": 2909
},
{
"x": 0,
"y": 0,
"w": 4096,
"h": 2909
}
]
},
"media_results": {
"result": {
"media_key": "3_1910217847198081024"
}
}
}
],
"symbols": [],
"timestamps": [],
"urls": [],
"user_mentions": []
},
"extended_entities": {
"media": [
{
"display_url": "pic.x.com/q8AfDA1zOU",
"expanded_url": "https://x.com/dicksonneoh7/status/1910231095440036055/photo/1",
"id_str": "1910217847198081024",
"indices": [
277,
300
],
"media_key": "3_1910217847198081024",
"media_url_https": "https://pbs.twimg.com/media/GoJ1AuHaYAAGi2r.jpg",
"type": "photo",
"url": "https://t.co/q8AfDA1zOU",
"ext_media_availability": {
"status": "Available"
},
"features": {
"large": {
"faces": []
},
"medium": {
"faces": []
},
"small": {
"faces": []
},
"orig": {
"faces": []
}
},
"sizes": {
"large": {
"h": 1455,
"w": 2048,
"resize": "fit"
},
"medium": {
"h": 852,
"w": 1200,
"resize": "fit"
},
"small": {
"h": 483,
"w": 680,
"resize": "fit"
},
"thumb": {
"h": 150,
"w": 150,
"resize": "crop"
}
},
"original_info": {
"height": 2909,
"width": 4096,
"focus_rects": [
{
"x": 0,
"y": 615,
"w": 4096,
"h": 2294
},
{
"x": 1187,
"y": 0,
"w": 2909,
"h": 2909
},
{
"x": 1544,
"y": 0,
"w": 2552,
"h": 2909
},
{
"x": 2447,
"y": 0,
"w": 1455,
"h": 2909
},
{
"x": 0,
"y": 0,
"w": 4096,
"h": 2909
}
]
},
"media_results": {
"result": {
"media_key": "3_1910217847198081024"
}
}
}
]
},
"favorite_count": 3,
"favorited": false,
"full_text": "DEIM is an advanced training framework for object detection with DETR. When applied to recent DETR based models, it results in faster convergence.\n\nThe image below shows D-FINE and RT-DETR.\n\nI made a python package to let you train your own DEIM model using D-FINE models.\n\n🧵👇 https://t.co/q8AfDA1zOU",
"is_quote_status": false,
"lang": "en",
"possibly_sensitive": false,
"possibly_sensitive_editable": true,
"quote_count": 0,
"reply_count": 1,
"retweet_count": 2,
"retweeted": false,
"user_id_str": "778865535329050625",
"id_str": "1910231095440036055",
"note_tweet": null
},
"user": {
"__typename": "User",
"id": "VXNlcjo3Nzg4NjU1MzUzMjkwNTA2MjU=",
"rest_id": "778865535329050625",
"affiliates_highlighted_label": {},
"has_graduated_access": true,
"is_blue_verified": false,
"profile_image_shape": "Circle",
"legacy": {
"can_dm": true,
"can_media_tag": true,
"created_at": "Thu Sep 22 07:56:29 +0000 2016",
"default_profile": true,
"default_profile_image": false,
"description": "🚀 I share bite-size practical machine learning deployment tips |\n💡 Current Projects👉 https://t.co/ClHoj7uDia |\n🎉 My best Tweets👉 https://t.co/2YzTSSRucv",
"entities": {
"description": {
"urls": [
{
"display_url": "rebrand.ly/dnthworks",
"expanded_url": "http://rebrand.ly/dnthworks",
"url": "https://t.co/ClHoj7uDia",
"indices": [
85,
108
]
},
{
"display_url": "rebrand.ly/dnthtweets",
"expanded_url": "http://rebrand.ly/dnthtweets",
"url": "https://t.co/2YzTSSRucv",
"indices": [
129,
152
]
}
]
},
"url": {
"urls": [
{
"display_url": "dicksonneoh.com",
"expanded_url": "https://dicksonneoh.com",
"url": "https://t.co/j7AutKo3nt",
"indices": [
0,
23
]
}
]
}
},
"fast_followers_count": 0,
"favourites_count": 4167,
"followers_count": 1026,
"friends_count": 1225,
"has_custom_timelines": false,
"is_translator": false,
"listed_count": 24,
"location": "Malaysia",
"media_count": 118,
"name": "Dickson Neoh 🚀",
"normal_followers_count": 1026,
"pinned_tweet_ids_str": [
"1850575856038719822"
],
"possibly_sensitive": false,
"profile_banner_url": "https://pbs.twimg.com/profile_banners/778865535329050625/1652517625",
"profile_image_url_https": "https://pbs.twimg.com/profile_images/1517096658240081921/YuPWFtF5_normal.jpg",
"profile_interstitial_type": "",
"screen_name": "dicksonneoh7",
"statuses_count": 716,
"translator_type": "none",
"url": "https://t.co/j7AutKo3nt",
"verified": false,
"want_retweets": false,
"withheld_in_countries": []
},
"tipjar_settings": {}
},
"views": "374"
}